feat(ui): add maintenance page for task management

* Implement maintenance page with task and log display
* Add backfill and metadata retry functionality
* Integrate grid component for project display in thoughts page
* Update types for maintenance tasks and logs
* Enhance sidebar and shell for new maintenance navigation

Makefile

@@ -20,10 +20,26 @@ LDFLAGS := -s -w \
 	-X $(BUILDINFO_PKG).Commit=$(COMMIT_SHA) \
 	-X $(BUILDINFO_PKG).BuildDate=$(BUILD_DATE)
 
-.PHONY: all build clean migrate release-version test generate-migrations generate-models check-schema-drift build-cli ui-install ui-build ui-dev ui-check
+.PHONY: all build clean migrate release-version test generate-migrations generate-models check-schema-drift build-cli ui-install ui-build ui-dev ui-check help
 
 all: build
 
+help:
+	@echo "Available targets:"
+	@echo "  build                Build server binary (includes UI build)"
+	@echo "  build-cli            Build CLI binary"
+	@echo "  test                 Run all tests (includes UI check)"
+	@echo "  clean                Remove build artifacts"
+	@echo "  migrate              Run database migrations"
+	@echo "  release-version      Tag and push a new patch release (PATCH_INCREMENT=N)"
+	@echo "  generate-migrations  Generate SQL migration from DBML schema files"
+	@echo "  generate-models      Generate Go models from DBML schema"
+	@echo "  check-schema-drift   Verify generated migration matches current schema"
+	@echo "  ui-install           Install UI dependencies"
+	@echo "  ui-build             Build UI assets"
+	@echo "  ui-dev               Start UI dev server"
+	@echo "  ui-check             Run UI type checks"
+
 build: ui-build
 	@mkdir -p $(BIN_DIR)
 	go build -ldflags "$(LDFLAGS)" -o $(SERVER_BIN) $(CMD_SERVER)

README.md

@@ -31,6 +31,9 @@ The AMCS directory is used to store configuration and code for the Advanced Modu
 | `get_project_context` | Recent + semantic context for a project; uses explicit `project` or the active session project |
 | `set_active_project` | Set session project scope; requires a stateful MCP session |
 | `get_active_project` | Get current session project |
+| `add_learning` | Create a curated learning record distinct from raw thoughts |
+| `get_learning` | Retrieve a structured learning by ID |
+| `list_learnings` | List structured learnings by project/category/area/status/priority/tag/query |
 | `summarize_thoughts` | LLM prose summary over a filtered set |
 | `recall_context` | Semantic + recency context block for injection |
 | `link_thoughts` | Create a typed relationship between thoughts |
@@ -66,6 +69,17 @@ The AMCS directory is used to store configuration and code for the Advanced Modu
 | `describe_tools` | List all available MCP tools with names, descriptions, categories, and model-authored usage notes; call this at the start of a session to orient yourself |
 | `annotate_tool` | Persist your own usage notes for a specific tool; notes are returned by `describe_tools` in future sessions |
 
+## Learnings
+
+Learnings are curated, structured memory records for durable insights you want to keep distinct from raw thoughts. Use them for normalized lessons, decisions, and evidence-backed findings that should be easy to retrieve and review over time.
+
+Compared with `capture_thought`, learnings are more explicit and reviewable: they include a required `summary`, optional `details`, and structured fields like `category`, `area`, `status`, `priority`, `confidence`, and `tags`, plus optional links to a `project`, `related_thought_id`, or `related_skill_id`.
+
+Use:
+- `add_learning` to create a curated learning.
+- `get_learning` to fetch one by ID.
+- `list_learnings` to filter curated learnings across project and status dimensions.
+
 ## Self-Documenting Tools
 
 AMCS includes a built-in tool directory that models can read and annotate.
@@ -598,6 +612,26 @@ Run the SQL migrations against a local database with:
 
 The web UI now lives in the top-level `ui/` module and is embedded into the Go binary at build time with `go:embed`.
 
+### Admin UI deployment model
+
+AMCS uses a **lightweight embedded SPA panel** model:
+
+- the Svelte admin app is compiled to static assets
+- assets are embedded in the server binary and served from `/`
+- backend APIs (`/api/status`, `/api/rs/*`, admin action routes, OAuth endpoints) stay on the same origin
+- auth is enforced server-side for all sensitive API routes
+
+This keeps deployment simple (single binary/container) while preserving SPA ergonomics for operator workflows.
+
+### UI stack baseline
+
+The admin frontend baseline is:
+
+- Svelte 5 for the app shell and pages
+- ResolveSpec-backed APIs for data access
+- `@warkypublic/svelix` for admin UX components (including `GridlerFull` and form controllers)
+- `@warkypublic/artemis-kit` as the default JavaScript tooling dependency baseline in `ui/package.json`
+
 **Use `pnpm` for all UI work in this repo.**
 
 - `make build` — runs the real UI build first, then compiles the Go server

internal/app/admin_actions.go

@@ -0,0 +1,79 @@
+package app
+
+import (
+	"encoding/json"
+	"log/slog"
+	"net/http"
+
+	"git.warky.dev/wdevs/amcs/internal/tools"
+)
+
+type adminActions struct {
+	backfill *tools.BackfillTool
+	retry    *tools.EnrichmentRetryer
+	logger   *slog.Logger
+}
+
+func newAdminActions(backfill *tools.BackfillTool, retry *tools.EnrichmentRetryer, logger *slog.Logger) *adminActions {
+	return &adminActions{
+		backfill: backfill,
+		retry:    retry,
+		logger:   logger,
+	}
+}
+
+func (a *adminActions) backfillHandler() http.Handler {
+	return http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		if r.Method != http.MethodPost {
+			w.Header().Set("Allow", http.MethodPost)
+			http.Error(w, "method not allowed", http.StatusMethodNotAllowed)
+			return
+		}
+
+		var in tools.BackfillInput
+		if err := json.NewDecoder(r.Body).Decode(&in); err != nil {
+			http.Error(w, "invalid request body", http.StatusBadRequest)
+			return
+		}
+
+		_, out, err := a.backfill.Handle(r.Context(), nil, in)
+		if err != nil {
+			if a.logger != nil {
+				a.logger.Warn("admin backfill failed", slog.String("error", err.Error()))
+			}
+			http.Error(w, err.Error(), http.StatusBadRequest)
+			return
+		}
+
+		w.Header().Set("Content-Type", "application/json")
+		_ = json.NewEncoder(w).Encode(out)
+	})
+}
+
+func (a *adminActions) retryMetadataHandler() http.Handler {
+	return http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		if r.Method != http.MethodPost {
+			w.Header().Set("Allow", http.MethodPost)
+			http.Error(w, "method not allowed", http.StatusMethodNotAllowed)
+			return
+		}
+
+		var in tools.RetryEnrichmentInput
+		if err := json.NewDecoder(r.Body).Decode(&in); err != nil {
+			http.Error(w, "invalid request body", http.StatusBadRequest)
+			return
+		}
+
+		_, out, err := a.retry.Handle(r.Context(), nil, in)
+		if err != nil {
+			if a.logger != nil {
+				a.logger.Warn("admin metadata retry failed", slog.String("error", err.Error()))
+			}
+			http.Error(w, err.Error(), http.StatusBadRequest)
+			return
+		}
+
+		w.Header().Set("Content-Type", "application/json")
+		_ = json.NewEncoder(w).Encode(out)
+	})
+}

internal/app/app.go

@@ -191,6 +191,7 @@ func routes(logger *slog.Logger, cfg *config.Config, info buildinfo.Info, db *st
 	filesTool := tools.NewFilesTool(db, activeProjects)
 	enrichmentRetryer := tools.NewEnrichmentRetryer(context.Background(), db, bgMetadata, cfg.Capture, cfg.AI.Metadata.Timeout, activeProjects, logger)
 	backfillTool := tools.NewBackfillTool(db, bgEmbeddings, activeProjects, logger)
+	adminActions := newAdminActions(backfillTool, enrichmentRetryer, logger)
 
 	toolSet := mcpserver.ToolSet{
 		Capture:       tools.NewCaptureTool(db, embeddings, cfg.Capture, activeProjects, enrichmentRetryer, backfillTool),
@@ -236,6 +237,8 @@ func routes(logger *slog.Logger, cfg *config.Config, info buildinfo.Info, db *st
 	mux.HandleFunc("/api/oauth/register", oauthRegisterHandler(dynClients, logger))
 	mux.HandleFunc("/api/oauth/authorize", oauthAuthorizeHandler(dynClients, authCodes, logger))
 	mux.HandleFunc("/api/oauth/token", oauthTokenHandler(oauthRegistry, tokenStore, authCodes, logger))
+	mux.Handle("/api/admin/actions/backfill", authMiddleware(adminActions.backfillHandler()))
+	mux.Handle("/api/admin/actions/retry-metadata", authMiddleware(adminActions.retryMetadataHandler()))
 	mux.HandleFunc("/favicon.ico", serveFavicon)
 	mux.HandleFunc("/images/project.jpg", serveHomeImage)
 	mux.HandleFunc("/images/icon.png", serveIcon)

internal/app/resolvespec_admin_test.go

@@ -61,6 +61,7 @@ func TestResolveSpecGuardAllowsSupportedMutations(t *testing.T) {
 		entity    string
 		operation string
 	}{
+		{name: "learnings read", entity: "learnings", operation: "read"},
 		{name: "projects create", entity: "projects", operation: "create"},
 		{name: "thoughts update", entity: "thoughts", operation: "update"},
 		{name: "thoughts delete", entity: "thoughts", operation: "delete"},
@@ -119,6 +120,13 @@ func TestResolveSpecGuardBlocksUnsupportedMutations(t *testing.T) {
 			wantCode:      http.StatusForbidden,
 			wantMessageIn: `operation "delete" is not allowed for public.stored_files`,
 		},
+		{
+			name:          "mutations blocked for learnings",
+			entity:        "learnings",
+			operation:     "delete",
+			wantCode:      http.StatusForbidden,
+			wantMessageIn: `operation "delete" is not allowed for public.learnings`,
+		},
 		{
 			name:          "unknown operation is rejected",
 			entity:        "projects",
@@ -152,3 +160,13 @@ func TestResolveSpecGuardBlocksUnsupportedMutations(t *testing.T) {
 		})
 	}
 }
+
+func TestResolveSpecModelsIncludeLearnings(t *testing.T) {
+	models := resolveSpecModels()
+	for _, model := range models {
+		if model.schema == "public" && model.entity == "learnings" {
+			return
+		}
+	}
+	t.Fatal("resolveSpecModels() missing public.learnings")
+}

internal/app/status.go

@@ -25,6 +25,7 @@ type statusAPIResponse struct {
 	TotalKnown      int                   `json:"total_known"`
 	ConnectedWindow string                `json:"connected_window"`
 	Entries         []auth.AccessSnapshot `json:"entries"`
+	Metrics         auth.AccessMetrics    `json:"metrics"`
 	OAuthEnabled    bool                  `json:"oauth_enabled"`
 }
 
@@ -40,6 +41,7 @@ func statusSnapshot(info buildinfo.Info, tracker *auth.AccessTracker, oauthEnabl
 		TotalKnown:      len(entries),
 		ConnectedWindow: "last 10 minutes",
 		Entries:         entries,
+		Metrics:         tracker.Metrics(20),
 		OAuthEnabled:    oauthEnabled,
 	}
 }

internal/app/status_test.go

@@ -49,6 +49,15 @@ func TestStatusSnapshotShowsTrackedAccess(t *testing.T) {
 	if snapshot.Entries[0].KeyID != "client-a" || snapshot.Entries[0].LastPath != "/files" {
 		t.Fatalf("entry = %+v, want keyID client-a and path /files", snapshot.Entries[0])
 	}
+	if snapshot.Metrics.TotalRequests != 1 {
+		t.Fatalf("Metrics.TotalRequests = %d, want 1", snapshot.Metrics.TotalRequests)
+	}
+	if snapshot.Metrics.UniqueIPs != 1 {
+		t.Fatalf("Metrics.UniqueIPs = %d, want 1", snapshot.Metrics.UniqueIPs)
+	}
+	if snapshot.Metrics.UniqueAgents != 1 {
+		t.Fatalf("Metrics.UniqueAgents = %d, want 1", snapshot.Metrics.UniqueAgents)
+	}
 }
 
 func TestStatusAPIHandlerReturnsJSON(t *testing.T) {

internal/auth/access_tracker.go

@@ -1,7 +1,9 @@
 package auth
 
 import (
+	"net"
 	"sort"
+	"strings"
 	"sync"
 	"time"
 )
@@ -16,12 +18,19 @@ type AccessSnapshot struct {
 }
 
 type AccessTracker struct {
-	mu      sync.RWMutex
-	entries map[string]AccessSnapshot
+	mu            sync.RWMutex
+	entries       map[string]AccessSnapshot
+	ipCounts      map[string]int
+	agentCounts   map[string]int
+	totalRequests int
 }
 
 func NewAccessTracker() *AccessTracker {
-	return &AccessTracker{entries: make(map[string]AccessSnapshot)}
+	return &AccessTracker{
+		entries:     make(map[string]AccessSnapshot),
+		ipCounts:    make(map[string]int),
+		agentCounts: make(map[string]int),
+	}
 }
 
 func (t *AccessTracker) Record(keyID, path, remoteAddr, userAgent string, now time.Time) {
@@ -32,14 +41,36 @@ func (t *AccessTracker) Record(keyID, path, remoteAddr, userAgent string, now ti
 	t.mu.Lock()
 	defer t.mu.Unlock()
 
+	normalizedRemoteAddr := normalizeRemoteAddr(remoteAddr)
+
 	entry := t.entries[keyID]
 	entry.KeyID = keyID
 	entry.LastPath = path
-	entry.RemoteAddr = remoteAddr
+	entry.RemoteAddr = normalizedRemoteAddr
 	entry.UserAgent = userAgent
 	entry.LastAccessedAt = now.UTC()
 	entry.RequestCount++
 	t.entries[keyID] = entry
+	t.totalRequests++
+
+	if normalizedRemoteAddr != "" {
+		t.ipCounts[normalizedRemoteAddr]++
+	}
+	if userAgent != "" {
+		t.agentCounts[userAgent]++
+	}
+}
+
+func normalizeRemoteAddr(value string) string {
+	trimmed := strings.TrimSpace(value)
+	if trimmed == "" {
+		return ""
+	}
+	host, _, err := net.SplitHostPort(trimmed)
+	if err == nil {
+		return host
+	}
+	return trimmed
 }
 
 func (t *AccessTracker) Snapshot() []AccessSnapshot {
@@ -79,3 +110,55 @@ func (t *AccessTracker) ConnectedCount(now time.Time, window time.Duration) int
 	}
 	return count
 }
+
+type RequestAggregate struct {
+	Key          string `json:"key"`
+	RequestCount int    `json:"request_count"`
+}
+
+type AccessMetrics struct {
+	TotalRequests    int                `json:"total_requests"`
+	UniquePrincipals int                `json:"unique_principals"`
+	UniqueIPs        int                `json:"unique_ips"`
+	UniqueAgents     int                `json:"unique_agents"`
+	TopIPs           []RequestAggregate `json:"top_ips"`
+	TopAgents        []RequestAggregate `json:"top_agents"`
+}
+
+func (t *AccessTracker) Metrics(topN int) AccessMetrics {
+	if t == nil {
+		return AccessMetrics{}
+	}
+	if topN <= 0 {
+		topN = 10
+	}
+
+	t.mu.RLock()
+	defer t.mu.RUnlock()
+
+	return AccessMetrics{
+		TotalRequests:    t.totalRequests,
+		UniquePrincipals: len(t.entries),
+		UniqueIPs:        len(t.ipCounts),
+		UniqueAgents:     len(t.agentCounts),
+		TopIPs:           topAggregates(t.ipCounts, topN),
+		TopAgents:        topAggregates(t.agentCounts, topN),
+	}
+}
+
+func topAggregates(items map[string]int, topN int) []RequestAggregate {
+	out := make([]RequestAggregate, 0, len(items))
+	for key, count := range items {
+		out = append(out, RequestAggregate{Key: key, RequestCount: count})
+	}
+	sort.Slice(out, func(i, j int) bool {
+		if out[i].RequestCount == out[j].RequestCount {
+			return out[i].Key < out[j].Key
+		}
+		return out[i].RequestCount > out[j].RequestCount
+	})
+	if len(out) > topN {
+		out = out[:topN]
+	}
+	return out
+}

internal/auth/access_tracker_test.go

@@ -30,6 +30,9 @@ func TestAccessTrackerRecordAndSnapshot(t *testing.T) {
 	if snap[0].UserAgent != "agent-a2" {
 		t.Fatalf("snapshot[0].UserAgent = %q, want agent-a2", snap[0].UserAgent)
 	}
+	if snap[0].RemoteAddr != "10.0.0.1" {
+		t.Fatalf("snapshot[0].RemoteAddr = %q, want 10.0.0.1", snap[0].RemoteAddr)
+	}
 }
 
 func TestAccessTrackerConnectedCount(t *testing.T) {
@@ -43,3 +46,42 @@ func TestAccessTrackerConnectedCount(t *testing.T) {
 		t.Fatalf("ConnectedCount() = %d, want 1", got)
 	}
 }
+
+func TestAccessTrackerMetrics(t *testing.T) {
+	tracker := NewAccessTracker()
+	now := time.Date(2026, 4, 4, 12, 0, 0, 0, time.UTC)
+
+	tracker.Record("client-a", "/mcp", "10.0.0.1:1234", "agent-a", now)
+	tracker.Record("client-a", "/mcp", "10.0.0.1:1234", "agent-a", now.Add(1*time.Second))
+	tracker.Record("client-b", "/files", "10.0.0.2:5678", "agent-b", now.Add(2*time.Second))
+	tracker.Record("client-c", "/files", "10.0.0.2:5678", "agent-b", now.Add(3*time.Second))
+
+	metrics := tracker.Metrics(5)
+	if metrics.TotalRequests != 4 {
+		t.Fatalf("TotalRequests = %d, want 4", metrics.TotalRequests)
+	}
+	if metrics.UniquePrincipals != 3 {
+		t.Fatalf("UniquePrincipals = %d, want 3", metrics.UniquePrincipals)
+	}
+	if metrics.UniqueIPs != 2 {
+		t.Fatalf("UniqueIPs = %d, want 2", metrics.UniqueIPs)
+	}
+	if metrics.UniqueAgents != 2 {
+		t.Fatalf("UniqueAgents = %d, want 2", metrics.UniqueAgents)
+	}
+	if len(metrics.TopIPs) != 2 {
+		t.Fatalf("len(TopIPs) = %d, want 2", len(metrics.TopIPs))
+	}
+	if metrics.TopIPs[0].RequestCount != 2 || metrics.TopIPs[1].RequestCount != 2 {
+		t.Fatalf("TopIPs counts = %+v, want both counts to be 2", metrics.TopIPs)
+	}
+	if metrics.TopIPs[0].Key != "10.0.0.1" && metrics.TopIPs[0].Key != "10.0.0.2" {
+		t.Fatalf("TopIPs[0].Key = %q, want normalized IP", metrics.TopIPs[0].Key)
+	}
+	if len(metrics.TopAgents) != 2 {
+		t.Fatalf("len(TopAgents) = %d, want 2", len(metrics.TopAgents))
+	}
+	if metrics.TopAgents[0].RequestCount != 2 || metrics.TopAgents[1].RequestCount != 2 {
+		t.Fatalf("TopAgents counts = %+v, want both counts to be 2", metrics.TopAgents)
+	}
+}

internal/mcpserver/streamable_integration_test.go

@@ -105,6 +105,86 @@ func TestStreamableHTTPReturnsStructuredToolErrors(t *testing.T) {
 			t.Fatalf("build_date = %#v, want %q", got["build_date"], "2026-03-31T00:00:00Z")
 		}
 	})
+
+	t.Run("add_learning_requires_summary", func(t *testing.T) {
+		_, err := cs.CallTool(context.Background(), &mcp.CallToolParams{
+			Name:      "add_learning",
+			Arguments: map[string]any{},
+		})
+		if err == nil {
+			t.Fatal("CallTool(add_learning) error = nil, want error")
+		}
+
+		rpcErr, data := requireWireError(t, err)
+		if rpcErr.Code != jsonrpc.CodeInvalidParams {
+			t.Fatalf("add_learning code = %d, want %d", rpcErr.Code, jsonrpc.CodeInvalidParams)
+		}
+		if data.Type != mcperrors.TypeInvalidArguments {
+			t.Fatalf("add_learning data.type = %q, want %q", data.Type, mcperrors.TypeInvalidArguments)
+		}
+		if data.Field != "summary" {
+			t.Fatalf("add_learning data.field = %q, want %q", data.Field, "summary")
+		}
+	})
+
+	t.Run("get_learning_requires_id", func(t *testing.T) {
+		_, err := cs.CallTool(context.Background(), &mcp.CallToolParams{
+			Name:      "get_learning",
+			Arguments: map[string]any{},
+		})
+		if err == nil {
+			t.Fatal("CallTool(get_learning) error = nil, want error")
+		}
+
+		rpcErr, data := requireWireError(t, err)
+		if rpcErr.Code != jsonrpc.CodeInvalidParams {
+			t.Fatalf("get_learning code = %d, want %d", rpcErr.Code, jsonrpc.CodeInvalidParams)
+		}
+		if data.Type != mcperrors.TypeInvalidArguments {
+			t.Fatalf("get_learning data.type = %q, want %q", data.Type, mcperrors.TypeInvalidArguments)
+		}
+		if data.Field != "id" {
+			t.Fatalf("get_learning data.field = %q, want %q", data.Field, "id")
+		}
+	})
+
+	t.Run("add_learning_unconfigured_returns_structured_error", func(t *testing.T) {
+		_, err := cs.CallTool(context.Background(), &mcp.CallToolParams{
+			Name: "add_learning",
+			Arguments: map[string]any{
+				"summary": "Learning with configured check",
+			},
+		})
+		if err == nil {
+			t.Fatal("CallTool(add_learning) error = nil, want error")
+		}
+
+		rpcErr, data := requireWireError(t, err)
+		if rpcErr.Code != jsonrpc.CodeInvalidParams {
+			t.Fatalf("add_learning code = %d, want %d", rpcErr.Code, jsonrpc.CodeInvalidParams)
+		}
+		if data.Type != mcperrors.TypeInvalidInput {
+			t.Fatalf("add_learning data.type = %q, want %q", data.Type, mcperrors.TypeInvalidInput)
+		}
+	})
+
+	t.Run("list_learnings_unconfigured_returns_structured_error", func(t *testing.T) {
+		_, err := cs.CallTool(context.Background(), &mcp.CallToolParams{
+			Name:      "list_learnings",
+			Arguments: map[string]any{},
+		})
+		if err == nil {
+			t.Fatal("CallTool(list_learnings) error = nil, want error")
+		}
+
+		rpcErr, data := requireWireError(t, err)
+		if rpcErr.Code != jsonrpc.CodeInvalidParams {
+			t.Fatalf("list_learnings code = %d, want %d", rpcErr.Code, jsonrpc.CodeInvalidParams)
+		}
+		if data.Type != mcperrors.TypeInvalidInput {
+			t.Fatalf("list_learnings data.type = %q, want %q", data.Type, mcperrors.TypeInvalidInput)
+		}
+	})
 }
 
 func streamableTestToolSet() ToolSet {

internal/tools/learnings.go

@@ -75,6 +75,9 @@ func (t *LearningsTool) Add(ctx context.Context, req *mcp.CallToolRequest, in Ad
 	if summary == "" {
 		return nil, AddLearningOutput{}, errRequiredField("summary")
 	}
+	if err := t.ensureConfigured(); err != nil {
+		return nil, AddLearningOutput{}, err
+	}
 
 	project, err := resolveProject(ctx, t.store, t.sessions, req, in.Project, false)
 	if err != nil {
@@ -113,6 +116,10 @@ func (t *LearningsTool) Add(ctx context.Context, req *mcp.CallToolRequest, in Ad
 }
 
 func (t *LearningsTool) Get(ctx context.Context, _ *mcp.CallToolRequest, in GetLearningInput) (*mcp.CallToolResult, GetLearningOutput, error) {
+	if err := t.ensureConfigured(); err != nil {
+		return nil, GetLearningOutput{}, err
+	}
+
 	learning, err := t.store.GetLearning(ctx, in.ID)
 	if err != nil {
 		return nil, GetLearningOutput{}, err
@@ -121,6 +128,10 @@ func (t *LearningsTool) Get(ctx context.Context, _ *mcp.CallToolRequest, in GetL
 }
 
 func (t *LearningsTool) List(ctx context.Context, req *mcp.CallToolRequest, in ListLearningsInput) (*mcp.CallToolResult, ListLearningsOutput, error) {
+	if err := t.ensureConfigured(); err != nil {
+		return nil, ListLearningsOutput{}, err
+	}
+
 	project, err := resolveProject(ctx, t.store, t.sessions, req, in.Project, false)
 	if err != nil {
 		return nil, ListLearningsOutput{}, err
@@ -146,6 +157,13 @@ func (t *LearningsTool) List(ctx context.Context, req *mcp.CallToolRequest, in L
 	return nil, ListLearningsOutput{Learnings: items}, nil
 }
 
+func (t *LearningsTool) ensureConfigured() error {
+	if t == nil || t.store == nil {
+		return errInvalidInput("learnings tool is not configured")
+	}
+	return nil
+}
+
 func defaultString(value string, fallback string) string {
 	if value == "" {
 		return fallback

internal/tools/learnings_test.go

@@ -0,0 +1,70 @@
+package tools
+
+import (
+	"context"
+	"testing"
+
+	"git.warky.dev/wdevs/amcs/internal/mcperrors"
+	"github.com/google/uuid"
+)
+
+func TestLearningsAddRequiresSummary(t *testing.T) {
+	tool := &LearningsTool{}
+
+	_, _, err := tool.Add(context.Background(), nil, AddLearningInput{})
+	if err == nil {
+		t.Fatal("Add() error = nil, want error")
+	}
+
+	_, data := requireRPCError(t, err)
+	if data.Field != "summary" {
+		t.Fatalf("Add() error field = %q, want %q", data.Field, "summary")
+	}
+}
+
+func TestLearningsMethodsRequireConfiguredStore(t *testing.T) {
+	tool := &LearningsTool{}
+
+	t.Run("add", func(t *testing.T) {
+		_, _, err := tool.Add(context.Background(), nil, AddLearningInput{Summary: "Keep this"})
+		if err == nil {
+			t.Fatal("Add() error = nil, want error")
+		}
+		_, data := requireRPCError(t, err)
+		if data.Type != mcperrors.TypeInvalidInput {
+			t.Fatalf("Add() data.type = %q, want %q", data.Type, mcperrors.TypeInvalidInput)
+		}
+	})
+
+	t.Run("get", func(t *testing.T) {
+		_, _, err := tool.Get(context.Background(), nil, GetLearningInput{ID: uuid.New()})
+		if err == nil {
+			t.Fatal("Get() error = nil, want error")
+		}
+		_, data := requireRPCError(t, err)
+		if data.Type != mcperrors.TypeInvalidInput {
+			t.Fatalf("Get() data.type = %q, want %q", data.Type, mcperrors.TypeInvalidInput)
+		}
+	})
+
+	t.Run("list", func(t *testing.T) {
+		_, _, err := tool.List(context.Background(), nil, ListLearningsInput{})
+		if err == nil {
+			t.Fatal("List() error = nil, want error")
+		}
+		_, data := requireRPCError(t, err)
+		if data.Type != mcperrors.TypeInvalidInput {
+			t.Fatalf("List() data.type = %q, want %q", data.Type, mcperrors.TypeInvalidInput)
+		}
+	})
+}
+
+func TestNormalizeStringSliceTrimsDedupesAndDropsEmpties(t *testing.T) {
+	got := normalizeStringSlice([]string{" alpha ", "beta", "", "beta", "alpha"})
+	if len(got) != 2 {
+		t.Fatalf("normalizeStringSlice() len = %d, want 2", len(got))
+	}
+	if got[0] != "alpha" || got[1] != "beta" {
+		t.Fatalf("normalizeStringSlice() = %#v, want [alpha beta]", got)
+	}
+}

llm/memory.md

@@ -53,6 +53,7 @@ Do not abandon the project scope or retry without a project. The project simply
 - Use project memory for code decisions, architecture, TODOs, debugging findings, and context specific to the current repo or workstream.
 - Before substantial work, always retrieve context with `get_project_context` or `recall_context` so prior decisions inform your approach.
 - Save durable project facts with `capture_thought` after completing meaningful work.
+- Use structured learnings for curated, reusable lessons that should remain distinct from raw thought capture.
 - Use `save_file` or `upload_file` for project assets the memory should retain, such as screenshots, PDFs, audio notes, and other documents.
 - If the goal is to retain the artifact itself, store the file directly instead of first reading, transcribing, or summarizing its contents.
 - For binary files or files larger than 10 MB, call `upload_file` with `content_path` (absolute server-side path) first to get an `amcs://files/{id}` URI, then pass that URI to `save_file` as `content_uri` to link it to a thought. This avoids base64 encoding entirely.
@@ -64,6 +65,14 @@ Do not abandon the project scope or retry without a project. The project simply
 - Stored files and attachment metadata must not be sent to the metadata extraction client.
 - Do not attach memory to the wrong project.
 
+## Structured Learnings
+
+- Learnings are curated memory records for durable insights, decisions, and evidence-backed findings.
+- Prefer `capture_thought` for fast/raw notes during work; prefer learnings when the information is stable enough to normalize and track.
+- Create learnings with `add_learning` (required: `summary`; optional: `details`, `category`, `area`, `status`, `priority`, `confidence`, `action_required`, `tags`, and related links).
+- Retrieve one learning with `get_learning` and browse/filter with `list_learnings` (project/category/area/status/priority/tag/query).
+- Keep learnings concise, specific, and non-duplicative; use `tags` and status fields so future retrieval is reliable.
+
 ## Global Notebook Rules
 
 - Use global memory only for information that is genuinely cross-project or not project-bound.
@@ -100,4 +109,4 @@ Notes are returned by `describe_tools` in future sessions. Annotate whenever you
 
 ## Short Operational Form
 
-At the start of every session, call `describe_tools` to read the full tool list and any accumulated usage notes. Use AMCS memory in project scope when the current work matches a known project; if no clear project matches, global notebook memory is allowed for non-project-specific information. At the start of every project session call `list_project_skills` and `list_project_guardrails` and apply what is returned; only create new skills or guardrails if none exist. If your MCP client does not preserve sessions across calls, pass `project` explicitly instead of relying on `set_active_project`. Store durable notes with `capture_thought`. For binary files or files larger than 10 MB, call `upload_file` with `content_path` to stage the file and get an `amcs://files/{id}` URI, then pass that URI to `save_file` as `content_uri` to link it to a thought. For small files, use `save_file` or `upload_file` with `content_base64` directly. Browse stored files with `list_files`, and load them with `load_file` only when their contents are needed. Stored files can also be read as raw binary via MCP resources at `amcs://files/{id}`. Never store project-specific memory globally when a matching project exists, and never store memory in the wrong project. If project matching is ambiguous, ask the user. If a tool returns `project_not_found`, call `create_project` with that name and retry — never drop the project scope. Whenever you discover a non-obvious tool behaviour, gotcha, or workflow pattern, record it with `annotate_tool` so future sessions benefit.
+At the start of every session, call `describe_tools` to read the full tool list and any accumulated usage notes. Use AMCS memory in project scope when the current work matches a known project; if no clear project matches, global notebook memory is allowed for non-project-specific information. At the start of every project session call `list_project_skills` and `list_project_guardrails` and apply what is returned; only create new skills or guardrails if none exist. If your MCP client does not preserve sessions across calls, pass `project` explicitly instead of relying on `set_active_project`. Store raw/durable notes with `capture_thought`, and store curated durable lessons with `add_learning`. For binary files or files larger than 10 MB, call `upload_file` with `content_path` to stage the file and get an `amcs://files/{id}` URI, then pass that URI to `save_file` as `content_uri` to link it to a thought. For small files, use `save_file` or `upload_file` with `content_base64` directly. Browse stored files with `list_files`, and load them with `load_file` only when their contents are needed. Stored files can also be read as raw binary via MCP resources at `amcs://files/{id}`. Never store project-specific memory globally when a matching project exists, and never store memory in the wrong project. If project matching is ambiguous, ask the user. If a tool returns `project_not_found`, call `create_project` with that name and retry — never drop the project scope. Whenever you discover a non-obvious tool behaviour, gotcha, or workflow pattern, record it with `annotate_tool` so future sessions benefit.

migrations/001_enable_vector.sql

@@ -1,2 +1,3 @@
 create extension if not exists vector;
 create extension if not exists pgcrypto;
+CREATE EXTENSION IF NOT EXISTS pg_trgm;

migrations/020_generated_schema.sql

@@ -17,6 +17,13 @@ CREATE SEQUENCE IF NOT EXISTS public.identity_projects_id
   START 1
   CACHE 1;
 
+CREATE SEQUENCE IF NOT EXISTS public.identity_thought_links_id
+  INCREMENT 1
+  MINVALUE 1
+  MAXVALUE 9223372036854775807
+  START 1
+  CACHE 1;
+
 CREATE SEQUENCE IF NOT EXISTS public.identity_embeddings_id
   INCREMENT 1
   MINVALUE 1
@@ -38,6 +45,20 @@ CREATE SEQUENCE IF NOT EXISTS public.identity_tool_annotations_id
   START 1
   CACHE 1;
 
+CREATE SEQUENCE IF NOT EXISTS public.identity_project_skills_id
+  INCREMENT 1
+  MINVALUE 1
+  MAXVALUE 9223372036854775807
+  START 1
+  CACHE 1;
+
+CREATE SEQUENCE IF NOT EXISTS public.identity_project_guardrails_id
+  INCREMENT 1
+  MINVALUE 1
+  MAXVALUE 9223372036854775807
+  START 1
+  CACHE 1;
+
 -- Tables for schema: public
 CREATE TABLE IF NOT EXISTS public.family_members (
   birth_date date,
@@ -97,6 +118,7 @@ CREATE TABLE IF NOT EXISTS public.projects (
 CREATE TABLE IF NOT EXISTS public.thought_links (
   created_at timestamptz DEFAULT now(),
   from_id bigint NOT NULL,
+  id serial NOT NULL,
   relation text NOT NULL,
   to_id bigint NOT NULL
 );
@@ -322,6 +344,7 @@ CREATE TABLE IF NOT EXISTS public.agent_guardrails (
 
 CREATE TABLE IF NOT EXISTS public.project_skills (
   created_at timestamptz NOT NULL DEFAULT now(),
+  id serial NOT NULL,
   project_id uuid NOT NULL,
   skill_id uuid NOT NULL
 );
@@ -329,6 +352,7 @@ CREATE TABLE IF NOT EXISTS public.project_skills (
 CREATE TABLE IF NOT EXISTS public.project_guardrails (
   created_at timestamptz NOT NULL DEFAULT now(),
   guardrail_id uuid NOT NULL,
+  id serial NOT NULL,
   project_id uuid NOT NULL
 );
 
@@ -879,6 +903,19 @@ BEGIN
 END;
 $$;
 
+DO $$
+BEGIN
+  IF NOT EXISTS (
+    SELECT 1 FROM information_schema.columns
+    WHERE table_schema = 'public'
+      AND table_name = 'thought_links'
+      AND column_name = 'id'
+  ) THEN
+    ALTER TABLE public.thought_links ADD COLUMN id serial NOT NULL;
+  END IF;
+END;
+$$;
+
 DO $$
 BEGIN
   IF NOT EXISTS (
@@ -3102,6 +3139,19 @@ BEGIN
 END;
 $$;
 
+DO $$
+BEGIN
+  IF NOT EXISTS (
+    SELECT 1 FROM information_schema.columns
+    WHERE table_schema = 'public'
+      AND table_name = 'project_skills'
+      AND column_name = 'id'
+  ) THEN
+    ALTER TABLE public.project_skills ADD COLUMN id serial NOT NULL;
+  END IF;
+END;
+$$;
+
 DO $$
 BEGIN
   IF NOT EXISTS (
@@ -3154,6 +3204,19 @@ BEGIN
 END;
 $$;
 
+DO $$
+BEGIN
+  IF NOT EXISTS (
+    SELECT 1 FROM information_schema.columns
+    WHERE table_schema = 'public'
+      AND table_name = 'project_guardrails'
+      AND column_name = 'id'
+  ) THEN
+    ALTER TABLE public.project_guardrails ADD COLUMN id serial NOT NULL;
+  END IF;
+END;
+$$;
+
 DO $$
 BEGIN
   IF NOT EXISTS (
@@ -3181,7 +3244,7 @@ BEGIN
     AND constraint_name IN ('family_members_pkey', 'public_family_members_pkey');
 
   IF auto_pk_name IS NOT NULL THEN
-    EXECUTE 'ALTER TABLE public.family_members DROP CONSTRAINT ' || quote_ident(auto_pk_name);
+    EXECUTE 'ALTER TABLE public.family_members DROP CONSTRAINT ' || quote_ident(auto_pk_name) || ' cascade';
   END IF;
 
   -- Add named primary key if it doesn't exist
@@ -3209,7 +3272,7 @@ BEGIN
     AND constraint_name IN ('activities_pkey', 'public_activities_pkey');
 
   IF auto_pk_name IS NOT NULL THEN
-    EXECUTE 'ALTER TABLE public.activities DROP CONSTRAINT ' || quote_ident(auto_pk_name);
+    EXECUTE 'ALTER TABLE public.activities DROP CONSTRAINT ' || quote_ident(auto_pk_name) || ' cascade';
   END IF;
 
   -- Add named primary key if it doesn't exist
@@ -3237,7 +3300,7 @@ BEGIN
     AND constraint_name IN ('important_dates_pkey', 'public_important_dates_pkey');
 
   IF auto_pk_name IS NOT NULL THEN
-    EXECUTE 'ALTER TABLE public.important_dates DROP CONSTRAINT ' || quote_ident(auto_pk_name);
+    EXECUTE 'ALTER TABLE public.important_dates DROP CONSTRAINT ' || quote_ident(auto_pk_name) || ' cascade';
   END IF;
 
   -- Add named primary key if it doesn't exist
@@ -3265,7 +3328,7 @@ BEGIN
     AND constraint_name IN ('thoughts_pkey', 'public_thoughts_pkey');
 
   IF auto_pk_name IS NOT NULL THEN
-    EXECUTE 'ALTER TABLE public.thoughts DROP CONSTRAINT ' || quote_ident(auto_pk_name);
+    EXECUTE 'ALTER TABLE public.thoughts DROP CONSTRAINT ' || quote_ident(auto_pk_name) || ' cascade';
   END IF;
 
   -- Add named primary key if it doesn't exist
@@ -3293,7 +3356,7 @@ BEGIN
     AND constraint_name IN ('projects_pkey', 'public_projects_pkey');
 
   IF auto_pk_name IS NOT NULL THEN
-    EXECUTE 'ALTER TABLE public.projects DROP CONSTRAINT ' || quote_ident(auto_pk_name);
+    EXECUTE 'ALTER TABLE public.projects DROP CONSTRAINT ' || quote_ident(auto_pk_name) || ' cascade';
   END IF;
 
   -- Add named primary key if it doesn't exist
@@ -3308,6 +3371,34 @@ BEGIN
 END;
 $$;
 
+DO $$
+DECLARE
+  auto_pk_name text;
+BEGIN
+  -- Drop auto-generated primary key if it exists
+  SELECT constraint_name INTO auto_pk_name
+  FROM information_schema.table_constraints
+  WHERE table_schema = 'public'
+    AND table_name = 'thought_links'
+    AND constraint_type = 'PRIMARY KEY'
+    AND constraint_name IN ('thought_links_pkey', 'public_thought_links_pkey');
+
+  IF auto_pk_name IS NOT NULL THEN
+    EXECUTE 'ALTER TABLE public.thought_links DROP CONSTRAINT ' || quote_ident(auto_pk_name) || ' cascade';
+  END IF;
+
+  -- Add named primary key if it doesn't exist
+  IF NOT EXISTS (
+    SELECT 1 FROM information_schema.table_constraints
+    WHERE table_schema = 'public'
+      AND table_name = 'thought_links'
+      AND constraint_name = 'pk_public_thought_links'
+  ) THEN
+    ALTER TABLE public.thought_links ADD CONSTRAINT pk_public_thought_links PRIMARY KEY (id);
+  END IF;
+END;
+$$;
+
 DO $$
 DECLARE
   auto_pk_name text;
@@ -3321,7 +3412,7 @@ BEGIN
     AND constraint_name IN ('embeddings_pkey', 'public_embeddings_pkey');
 
   IF auto_pk_name IS NOT NULL THEN
-    EXECUTE 'ALTER TABLE public.embeddings DROP CONSTRAINT ' || quote_ident(auto_pk_name);
+    EXECUTE 'ALTER TABLE public.embeddings DROP CONSTRAINT ' || quote_ident(auto_pk_name) || ' cascade';
   END IF;
 
   -- Add named primary key if it doesn't exist
@@ -3349,7 +3440,7 @@ BEGIN
     AND constraint_name IN ('professional_contacts_pkey', 'public_professional_contacts_pkey');
 
   IF auto_pk_name IS NOT NULL THEN
-    EXECUTE 'ALTER TABLE public.professional_contacts DROP CONSTRAINT ' || quote_ident(auto_pk_name);
+    EXECUTE 'ALTER TABLE public.professional_contacts DROP CONSTRAINT ' || quote_ident(auto_pk_name) || ' cascade';
   END IF;
 
   -- Add named primary key if it doesn't exist
@@ -3377,7 +3468,7 @@ BEGIN
     AND constraint_name IN ('contact_interactions_pkey', 'public_contact_interactions_pkey');
 
   IF auto_pk_name IS NOT NULL THEN
-    EXECUTE 'ALTER TABLE public.contact_interactions DROP CONSTRAINT ' || quote_ident(auto_pk_name);
+    EXECUTE 'ALTER TABLE public.contact_interactions DROP CONSTRAINT ' || quote_ident(auto_pk_name) || ' cascade';
   END IF;
 
   -- Add named primary key if it doesn't exist
@@ -3405,7 +3496,7 @@ BEGIN
     AND constraint_name IN ('opportunities_pkey', 'public_opportunities_pkey');
 
   IF auto_pk_name IS NOT NULL THEN
-    EXECUTE 'ALTER TABLE public.opportunities DROP CONSTRAINT ' || quote_ident(auto_pk_name);
+    EXECUTE 'ALTER TABLE public.opportunities DROP CONSTRAINT ' || quote_ident(auto_pk_name) || ' cascade';
   END IF;
 
   -- Add named primary key if it doesn't exist
@@ -3433,7 +3524,7 @@ BEGIN
     AND constraint_name IN ('stored_files_pkey', 'public_stored_files_pkey');
 
   IF auto_pk_name IS NOT NULL THEN
-    EXECUTE 'ALTER TABLE public.stored_files DROP CONSTRAINT ' || quote_ident(auto_pk_name);
+    EXECUTE 'ALTER TABLE public.stored_files DROP CONSTRAINT ' || quote_ident(auto_pk_name) || ' cascade';
   END IF;
 
   -- Add named primary key if it doesn't exist
@@ -3461,7 +3552,7 @@ BEGIN
     AND constraint_name IN ('household_items_pkey', 'public_household_items_pkey');
 
   IF auto_pk_name IS NOT NULL THEN
-    EXECUTE 'ALTER TABLE public.household_items DROP CONSTRAINT ' || quote_ident(auto_pk_name);
+    EXECUTE 'ALTER TABLE public.household_items DROP CONSTRAINT ' || quote_ident(auto_pk_name) || ' cascade';
   END IF;
 
   -- Add named primary key if it doesn't exist
@@ -3489,7 +3580,7 @@ BEGIN
     AND constraint_name IN ('household_vendors_pkey', 'public_household_vendors_pkey');
 
   IF auto_pk_name IS NOT NULL THEN
-    EXECUTE 'ALTER TABLE public.household_vendors DROP CONSTRAINT ' || quote_ident(auto_pk_name);
+    EXECUTE 'ALTER TABLE public.household_vendors DROP CONSTRAINT ' || quote_ident(auto_pk_name) || ' cascade';
   END IF;
 
   -- Add named primary key if it doesn't exist
@@ -3517,7 +3608,7 @@ BEGIN
     AND constraint_name IN ('maintenance_tasks_pkey', 'public_maintenance_tasks_pkey');
 
   IF auto_pk_name IS NOT NULL THEN
-    EXECUTE 'ALTER TABLE public.maintenance_tasks DROP CONSTRAINT ' || quote_ident(auto_pk_name);
+    EXECUTE 'ALTER TABLE public.maintenance_tasks DROP CONSTRAINT ' || quote_ident(auto_pk_name) || ' cascade';
   END IF;
 
   -- Add named primary key if it doesn't exist
@@ -3545,7 +3636,7 @@ BEGIN
     AND constraint_name IN ('maintenance_logs_pkey', 'public_maintenance_logs_pkey');
 
   IF auto_pk_name IS NOT NULL THEN
-    EXECUTE 'ALTER TABLE public.maintenance_logs DROP CONSTRAINT ' || quote_ident(auto_pk_name);
+    EXECUTE 'ALTER TABLE public.maintenance_logs DROP CONSTRAINT ' || quote_ident(auto_pk_name) || ' cascade';
   END IF;
 
   -- Add named primary key if it doesn't exist
@@ -3573,7 +3664,7 @@ BEGIN
     AND constraint_name IN ('recipes_pkey', 'public_recipes_pkey');
 
   IF auto_pk_name IS NOT NULL THEN
-    EXECUTE 'ALTER TABLE public.recipes DROP CONSTRAINT ' || quote_ident(auto_pk_name);
+    EXECUTE 'ALTER TABLE public.recipes DROP CONSTRAINT ' || quote_ident(auto_pk_name) || ' cascade';
   END IF;
 
   -- Add named primary key if it doesn't exist
@@ -3601,7 +3692,7 @@ BEGIN
     AND constraint_name IN ('meal_plans_pkey', 'public_meal_plans_pkey');
 
   IF auto_pk_name IS NOT NULL THEN
-    EXECUTE 'ALTER TABLE public.meal_plans DROP CONSTRAINT ' || quote_ident(auto_pk_name);
+    EXECUTE 'ALTER TABLE public.meal_plans DROP CONSTRAINT ' || quote_ident(auto_pk_name) || ' cascade';
   END IF;
 
   -- Add named primary key if it doesn't exist
@@ -3629,7 +3720,7 @@ BEGIN
     AND constraint_name IN ('shopping_lists_pkey', 'public_shopping_lists_pkey');
 
   IF auto_pk_name IS NOT NULL THEN
-    EXECUTE 'ALTER TABLE public.shopping_lists DROP CONSTRAINT ' || quote_ident(auto_pk_name);
+    EXECUTE 'ALTER TABLE public.shopping_lists DROP CONSTRAINT ' || quote_ident(auto_pk_name) || ' cascade';
   END IF;
 
   -- Add named primary key if it doesn't exist
@@ -3657,7 +3748,7 @@ BEGIN
     AND constraint_name IN ('chat_histories_pkey', 'public_chat_histories_pkey');
 
   IF auto_pk_name IS NOT NULL THEN
-    EXECUTE 'ALTER TABLE public.chat_histories DROP CONSTRAINT ' || quote_ident(auto_pk_name);
+    EXECUTE 'ALTER TABLE public.chat_histories DROP CONSTRAINT ' || quote_ident(auto_pk_name) || ' cascade';
   END IF;
 
   -- Add named primary key if it doesn't exist
@@ -3685,7 +3776,7 @@ BEGIN
     AND constraint_name IN ('tool_annotations_pkey', 'public_tool_annotations_pkey');
 
   IF auto_pk_name IS NOT NULL THEN
-    EXECUTE 'ALTER TABLE public.tool_annotations DROP CONSTRAINT ' || quote_ident(auto_pk_name);
+    EXECUTE 'ALTER TABLE public.tool_annotations DROP CONSTRAINT ' || quote_ident(auto_pk_name) || ' cascade';
   END IF;
 
   -- Add named primary key if it doesn't exist
@@ -3713,7 +3804,7 @@ BEGIN
     AND constraint_name IN ('learnings_pkey', 'public_learnings_pkey');
 
   IF auto_pk_name IS NOT NULL THEN
-    EXECUTE 'ALTER TABLE public.learnings DROP CONSTRAINT ' || quote_ident(auto_pk_name);
+    EXECUTE 'ALTER TABLE public.learnings DROP CONSTRAINT ' || quote_ident(auto_pk_name) || ' cascade';
   END IF;
 
   -- Add named primary key if it doesn't exist
@@ -3741,7 +3832,7 @@ BEGIN
     AND constraint_name IN ('agent_skills_pkey', 'public_agent_skills_pkey');
 
   IF auto_pk_name IS NOT NULL THEN
-    EXECUTE 'ALTER TABLE public.agent_skills DROP CONSTRAINT ' || quote_ident(auto_pk_name);
+    EXECUTE 'ALTER TABLE public.agent_skills DROP CONSTRAINT ' || quote_ident(auto_pk_name) || ' cascade';
   END IF;
 
   -- Add named primary key if it doesn't exist
@@ -3769,7 +3860,7 @@ BEGIN
     AND constraint_name IN ('agent_guardrails_pkey', 'public_agent_guardrails_pkey');
 
   IF auto_pk_name IS NOT NULL THEN
-    EXECUTE 'ALTER TABLE public.agent_guardrails DROP CONSTRAINT ' || quote_ident(auto_pk_name);
+    EXECUTE 'ALTER TABLE public.agent_guardrails DROP CONSTRAINT ' || quote_ident(auto_pk_name) || ' cascade';
   END IF;
 
   -- Add named primary key if it doesn't exist
@@ -3784,6 +3875,62 @@ BEGIN
 END;
 $$;
 
+DO $$
+DECLARE
+  auto_pk_name text;
+BEGIN
+  -- Drop auto-generated primary key if it exists
+  SELECT constraint_name INTO auto_pk_name
+  FROM information_schema.table_constraints
+  WHERE table_schema = 'public'
+    AND table_name = 'project_skills'
+    AND constraint_type = 'PRIMARY KEY'
+    AND constraint_name IN ('project_skills_pkey', 'public_project_skills_pkey');
+
+  IF auto_pk_name IS NOT NULL THEN
+    EXECUTE 'ALTER TABLE public.project_skills DROP CONSTRAINT ' || quote_ident(auto_pk_name) || ' cascade';
+  END IF;
+
+  -- Add named primary key if it doesn't exist
+  IF NOT EXISTS (
+    SELECT 1 FROM information_schema.table_constraints
+    WHERE table_schema = 'public'
+      AND table_name = 'project_skills'
+      AND constraint_name = 'pk_public_project_skills'
+  ) THEN
+    ALTER TABLE public.project_skills ADD CONSTRAINT pk_public_project_skills PRIMARY KEY (id);
+  END IF;
+END;
+$$;
+
+DO $$
+DECLARE
+  auto_pk_name text;
+BEGIN
+  -- Drop auto-generated primary key if it exists
+  SELECT constraint_name INTO auto_pk_name
+  FROM information_schema.table_constraints
+  WHERE table_schema = 'public'
+    AND table_name = 'project_guardrails'
+    AND constraint_type = 'PRIMARY KEY'
+    AND constraint_name IN ('project_guardrails_pkey', 'public_project_guardrails_pkey');
+
+  IF auto_pk_name IS NOT NULL THEN
+    EXECUTE 'ALTER TABLE public.project_guardrails DROP CONSTRAINT ' || quote_ident(auto_pk_name) || ' cascade';
+  END IF;
+
+  -- Add named primary key if it doesn't exist
+  IF NOT EXISTS (
+    SELECT 1 FROM information_schema.table_constraints
+    WHERE table_schema = 'public'
+      AND table_name = 'project_guardrails'
+      AND constraint_name = 'pk_public_project_guardrails'
+  ) THEN
+    ALTER TABLE public.project_guardrails ADD CONSTRAINT pk_public_project_guardrails PRIMARY KEY (id);
+  END IF;
+END;
+$$;
+
 -- Indexes for schema: public
 CREATE INDEX IF NOT EXISTS idx_activities_start_date_end_date
   ON public.activities USING btree (start_date, end_date);
@@ -4327,6 +4474,25 @@ BEGIN
 END;
 $$;
 DO $$
+DECLARE
+  m_cnt bigint;
+BEGIN
+  IF EXISTS (
+    SELECT 1 FROM pg_class c
+    INNER JOIN pg_namespace n ON n.oid = c.relnamespace
+    WHERE c.relname = 'identity_thought_links_id'
+      AND n.nspname = 'public'
+      AND c.relkind = 'S'
+  ) THEN
+    SELECT COALESCE(MAX(id), 0) + 1
+    FROM public.thought_links
+    INTO m_cnt;
+    
+    PERFORM setval('public.identity_thought_links_id'::regclass, m_cnt);
+  END IF;
+END;
+$$;
+DO $$
 DECLARE
   m_cnt bigint;
 BEGIN
@@ -4383,6 +4549,44 @@ BEGIN
   END IF;
 END;
 $$;
+DO $$
+DECLARE
+  m_cnt bigint;
+BEGIN
+  IF EXISTS (
+    SELECT 1 FROM pg_class c
+    INNER JOIN pg_namespace n ON n.oid = c.relnamespace
+    WHERE c.relname = 'identity_project_skills_id'
+      AND n.nspname = 'public'
+      AND c.relkind = 'S'
+  ) THEN
+    SELECT COALESCE(MAX(id), 0) + 1
+    FROM public.project_skills
+    INTO m_cnt;
+    
+    PERFORM setval('public.identity_project_skills_id'::regclass, m_cnt);
+  END IF;
+END;
+$$;
+DO $$
+DECLARE
+  m_cnt bigint;
+BEGIN
+  IF EXISTS (
+    SELECT 1 FROM pg_class c
+    INNER JOIN pg_namespace n ON n.oid = c.relnamespace
+    WHERE c.relname = 'identity_project_guardrails_id'
+      AND n.nspname = 'public'
+      AND c.relkind = 'S'
+  ) THEN
+    SELECT COALESCE(MAX(id), 0) + 1
+    FROM public.project_guardrails
+    INTO m_cnt;
+    
+    PERFORM setval('public.identity_project_guardrails_id'::regclass, m_cnt);
+  END IF;
+END;
+$$;
 -- Comments for schema: public
 
 

migrations/100_rls_and_grants.sql

@@ -39,4 +39,17 @@ GRANT ALL ON TABLE public.project_guardrails TO amcs;
 -- Chat Histories (018)
 GRANT ALL ON TABLE public.chat_histories TO amcs;
 
-GRANT USAGE, SELECT ON ALL SEQUENCES IN SCHEMA public TO amcs;
+GRANT USAGE, SELECT ON ALL SEQUENCES IN SCHEMA public TO amcs;
+
+DO $$ 
+DECLARE 
+    r RECORD;
+BEGIN
+    FOR r IN 
+        SELECT tablename 
+        FROM pg_tables 
+        WHERE schemaname = 'public' -- Change 'public' to your schema name
+    LOOP
+        EXECUTE format('ALTER TABLE public.%I OWNER TO amcs', r.tablename);
+    END LOOP;
+END $$;

ui/package.json

@@ -11,22 +11,22 @@
     "preview": "vite preview"
   },
   "devDependencies": {
-    "@sveltejs/vite-plugin-svelte": "^5.0.3",
-    "@tailwindcss/vite": "^4.1.4",
-    "@types/node": "^24.5.2",
-    "svelte": "^5.28.2",
-    "svelte-check": "^4.1.6",
-    "tailwindcss": "^4.1.4",
-    "typescript": "^5.8.3",
-    "vite": "^6.3.2"
+    "@sveltejs/vite-plugin-svelte": "^7.0.0",
+    "@tailwindcss/vite": "^4.2.4",
+    "@types/node": "^25.6.0",
+    "svelte": "^5.55.5",
+    "svelte-check": "^4.4.6",
+    "tailwindcss": "^4.2.4",
+    "typescript": "^6.0.3",
+    "vite": "^8.0.10"
   },
   "dependencies": {
-    "@sentry/svelte": "^10.49.0",
+    "@sentry/svelte": "^10.50.0",
     "@skeletonlabs/skeleton": "^4.15.2",
     "@skeletonlabs/skeleton-svelte": "^4.15.2",
     "@tanstack/svelte-virtual": "^3.13.24",
     "@warkypublic/artemis-kit": "file:../../artemis-kit",
     "@warkypublic/resolvespec-js": "^1.0.1",
-    "@warkypublic/svelix": "^0.1.31"
+    "@warkypublic/svelix": "^0.1.39"
   }
-}
+}

ui/src/App.svelte

@@ -111,7 +111,27 @@
       if (!response.ok) {
         throw new Error(`Status request failed with ${response.status}`);
       }
-      data = (await response.json()) as StatusResponse;
+      const raw = (await response.json()) as Partial<StatusResponse> | null;
+      data = {
+        title: raw?.title ?? 'AMCS',
+        description: raw?.description ?? '',
+        version: raw?.version ?? 'unknown',
+        build_date: raw?.build_date ?? 'unknown',
+        commit: raw?.commit ?? 'unknown',
+        connected_count: raw?.connected_count ?? 0,
+        total_known: raw?.total_known ?? 0,
+        connected_window: raw?.connected_window ?? 'last 10 minutes',
+        oauth_enabled: !!raw?.oauth_enabled,
+        entries: Array.isArray(raw?.entries) ? raw.entries : [],
+        metrics: {
+          total_requests: raw?.metrics?.total_requests ?? 0,
+          unique_principals: raw?.metrics?.unique_principals ?? 0,
+          unique_ips: raw?.metrics?.unique_ips ?? 0,
+          unique_agents: raw?.metrics?.unique_agents ?? 0,
+          top_ips: Array.isArray(raw?.metrics?.top_ips) ? raw.metrics.top_ips : [],
+          top_agents: Array.isArray(raw?.metrics?.top_agents) ? raw.metrics.top_agents : []
+        }
+      };
     } catch (err) {
       error = err instanceof Error ? err.message : 'Failed to load status';
     } finally {

ui/src/api.ts

@@ -94,20 +94,21 @@ async function rsCall<T>(
 
 function rsReadMany<T>(
   entity: string,
-  options?: { filters?: ResolveSpecFilter[]; limit?: number; sort?: { column: string; direction: 'asc' | 'desc' }[] }
+  options?: { filters?: ResolveSpecFilter[]; limit?: number; offset?: number; sort?: { column: string; direction: 'asc' | 'desc' }[] }
 ): Promise<T[]> {
-  return rsCall<T[]>(`/api/rs/public/${entity}`, 'read', {
+  return rsCall<T[] | null>(`/api/rs/public/${entity}`, 'read', {
     options: {
       ...(options?.filters?.length ? { filters: options.filters } : {}),
       ...(options?.sort?.length ? { sort: options.sort } : {}),
-      ...(options?.limit ? { limit: options.limit } : {})
+      ...(options?.limit ? { limit: options.limit } : {}),
+      ...(options?.offset ? { offset: options.offset } : {})
     }
-  });
+  }).then((rows) => (Array.isArray(rows) ? rows : []));
 }
 
 export const api = {
   projects: {
-    list: async () => {
+    list: async (params?: { limit?: number; offset?: number; q?: string }) => {
       type ProjectRow = {
         guid: string;
         name: string;
@@ -117,7 +118,12 @@ export const api = {
         thought_count?: number;
       };
 
-      const projects = await rsCall<ProjectRow[]>('/api/rs/public/projects', 'read', {
+      const filters: ResolveSpecFilter[] = [];
+      if (params?.q) {
+        filters.push({ column: 'name', operator: 'ilike', value: `%${params.q}%` });
+      }
+
+      const projectRows = await rsCall<ProjectRow[] | null>('/api/rs/public/projects', 'read', {
         options: {
           columns: ['guid', 'name', 'description', 'created_at', 'last_active_at'],
           computedColumns: [
@@ -126,11 +132,14 @@ export const api = {
               expression: 'COALESCE((SELECT COUNT(*) FROM public.thoughts t WHERE t.project_id = projects.guid), 0)'
             }
           ],
+          ...(filters.length ? { filters } : {}),
           sort: [{ column: 'created_at', direction: 'desc' }],
-          limit: 500
+          limit: params?.limit ?? 100,
+          offset: params?.offset ?? 0
         }
       });
 
+      const projects = Array.isArray(projectRows) ? projectRows : [];
       return projects.map((project) => ({
         id: project.guid,
         name: project.name,
@@ -146,7 +155,7 @@ export const api = {
       })
   },
   thoughts: {
-    list: (params: { q?: string; project_id?: string; limit?: number; include_archived?: boolean }) => {
+    list: (params: { q?: string; project_id?: string; limit?: number; offset?: number; include_archived?: boolean }) => {
       const filters: ResolveSpecFilter[] = [];
       if (params.q) {
         filters.push({ column: 'content', operator: 'ilike', value: `%${params.q}%` });
@@ -160,10 +169,65 @@ export const api = {
       return rsReadMany<import('./types').Thought>('thoughts', {
         filters,
         limit: params.limit ?? 100,
+        ...(params.offset !== undefined ? { offset: params.offset } : {}),
         sort: [{ column: 'created_at', direction: 'desc' }]
-      });
+      }).then((rows) =>
+        rows.map((row) => ({
+          ...row,
+          content: typeof row.content === 'string' ? row.content : '',
+          metadata: {
+            ...(row.metadata ?? {}),
+            people: row.metadata?.people ?? [],
+            action_items: row.metadata?.action_items ?? [],
+            dates_mentioned: row.metadata?.dates_mentioned ?? [],
+            topics: row.metadata?.topics ?? [],
+            type: row.metadata?.type ?? '',
+            source: row.metadata?.source ?? '',
+            metadata_status: row.metadata?.metadata_status ?? ''
+          }
+        }))
+      );
     },
-    get: (id: string) => rsCall<import('./types').Thought>(`/api/rs/public/thoughts/${id}`, 'read'),
+    links: async (thoughtID: string) => {
+      const numericID = Number.parseInt(thoughtID, 10);
+      if (Number.isNaN(numericID)) return [];
+
+      const [outbound, inbound] = await Promise.all([
+        rsReadMany<import('./types').ThoughtLink>('thought_links', {
+          filters: [{ column: 'from_id', operator: 'eq', value: numericID }],
+          limit: 200,
+          sort: [{ column: 'created_at', direction: 'desc' }]
+        }),
+        rsReadMany<import('./types').ThoughtLink>('thought_links', {
+          filters: [{ column: 'to_id', operator: 'eq', value: numericID }],
+          limit: 200,
+          sort: [{ column: 'created_at', direction: 'desc' }]
+        })
+      ]);
+
+      const byID = new Map<number, import('./types').ThoughtLink>();
+      for (const link of outbound) byID.set(link.id, link);
+      for (const link of inbound) byID.set(link.id, link);
+
+      return Array.from(byID.values()).sort(
+        (a, b) => new Date(b.created_at).getTime() - new Date(a.created_at).getTime()
+      );
+    },
+    get: (id: string) =>
+      rsCall<import('./types').Thought>(`/api/rs/public/thoughts/${id}`, 'read').then((row) => ({
+        ...row,
+        content: typeof row.content === 'string' ? row.content : '',
+        metadata: {
+          ...(row.metadata ?? {}),
+          people: row.metadata?.people ?? [],
+          action_items: row.metadata?.action_items ?? [],
+          dates_mentioned: row.metadata?.dates_mentioned ?? [],
+          topics: row.metadata?.topics ?? [],
+          type: row.metadata?.type ?? '',
+          source: row.metadata?.source ?? '',
+          metadata_status: row.metadata?.metadata_status ?? ''
+        }
+      })),
     delete: (id: string) => rsCall<void>(`/api/rs/public/thoughts/${id}`, 'delete'),
     archive: (id: string) =>
       rsCall<void>(`/api/rs/public/thoughts/${id}`, 'update', {
@@ -209,6 +273,46 @@ export const api = {
       });
     }
   },
+  maintenance: {
+    tasks: () =>
+      rsReadMany<import('./types').MaintenanceTask>('maintenance_tasks', {
+        limit: 200,
+        sort: [{ column: 'next_due', direction: 'asc' }]
+      }),
+    logs: () =>
+      rsReadMany<import('./types').MaintenanceLog>('maintenance_logs', {
+        limit: 200,
+        sort: [{ column: 'completed_at', direction: 'desc' }]
+      }),
+    runBackfill: (input?: {
+      project?: string;
+      limit?: number;
+      include_archived?: boolean;
+      older_than_days?: number;
+      dry_run?: boolean;
+    }) =>
+      post<import('./types').BackfillResult>('/api/admin/actions/backfill', {
+        limit: input?.limit ?? 100,
+        project: input?.project,
+        include_archived: input?.include_archived ?? false,
+        older_than_days: input?.older_than_days ?? 0,
+        dry_run: input?.dry_run ?? false
+      }),
+    runRetryMetadata: (input?: {
+      project?: string;
+      limit?: number;
+      include_archived?: boolean;
+      older_than_days?: number;
+      dry_run?: boolean;
+    }) =>
+      post<import('./types').MetadataRetryResult>('/api/admin/actions/retry-metadata', {
+        limit: input?.limit ?? 100,
+        project: input?.project,
+        include_archived: input?.include_archived ?? false,
+        older_than_days: input?.older_than_days ?? 1,
+        dry_run: input?.dry_run ?? false
+      })
+  },
   stats: async () => {
     type StatsThoughtRow = {
       metadata?: {

ui/src/components/dashboard/AccessTable.svelte

@@ -16,6 +16,7 @@
         <thead class="bg-white/5 text-xs uppercase tracking-[0.2em] text-slate-500">
           <tr>
             <th class="px-4 py-3 font-medium">Principal</th>
+            <th class="px-4 py-3 font-medium">IP</th>
             <th class="px-4 py-3 font-medium">Last accessed</th>
             <th class="px-4 py-3 font-medium">Last path</th>
             <th class="px-4 py-3 font-medium">Agent</th>
@@ -26,6 +27,7 @@
           {#each entries as entry}
             <tr class="hover:bg-white/[0.03]">
               <td class="px-4 py-3 align-top"><code class="rounded bg-white/5 px-2 py-1 font-mono text-xs text-cyan-100">{entry.key_id}</code></td>
+              <td class="px-4 py-3 align-top"><code class="text-xs text-slate-200">{entry.remote_addr || '—'}</code></td>
               <td class="px-4 py-3 align-top text-slate-200">{formatDate(entry.last_accessed_at)}</td>
               <td class="px-4 py-3 align-top"><code class="text-slate-100">{entry.last_path}</code></td>
               <td class="max-w-[16rem] truncate px-4 py-3 align-top text-xs text-slate-400">{entry.user_agent ?? '—'}</td>

ui/src/components/dashboard/ConnectionBreakdown.svelte

@@ -0,0 +1,43 @@
+<script lang="ts">
+  import type { RequestAggregate } from '../../types';
+
+  const {
+    title,
+    entries,
+    emptyLabel
+  }: {
+    title: string;
+    entries: RequestAggregate[];
+    emptyLabel: string;
+  } = $props();
+</script>
+
+<section class="rounded-3xl border border-white/10 bg-slate-900/80 p-6 shadow-xl shadow-slate-950/20 sm:p-8">
+  <h3 class="text-xl font-semibold text-white">{title}</h3>
+  {#if entries.length === 0}
+    <div class="mt-6 rounded-2xl border border-dashed border-white/10 bg-slate-950/40 px-4 py-10 text-center text-slate-500">
+      {emptyLabel}
+    </div>
+  {:else}
+    <div class="mt-6 overflow-hidden rounded-2xl border border-white/10">
+      <div class="overflow-x-auto">
+        <table class="min-w-full divide-y divide-white/10 text-left text-sm text-slate-300">
+          <thead class="bg-white/5 text-xs uppercase tracking-[0.2em] text-slate-500">
+            <tr>
+              <th class="px-4 py-3 font-medium">Value</th>
+              <th class="px-4 py-3 text-right font-medium">Requests</th>
+            </tr>
+          </thead>
+          <tbody class="divide-y divide-white/5 bg-slate-950/30">
+            {#each entries as entry}
+              <tr class="hover:bg-white/[0.03]">
+                <td class="max-w-[40rem] truncate px-4 py-3 align-top"><code class="text-xs text-slate-200">{entry.key}</code></td>
+                <td class="px-4 py-3 align-top text-right font-semibold text-white">{entry.request_count}</td>
+              </tr>
+            {/each}
+          </tbody>
+        </table>
+      </div>
+    </div>
+  {/if}
+</section>

ui/src/components/dashboard/DashboardPage.svelte

@@ -1,6 +1,7 @@
 <script lang="ts">
   import type { StatusResponse } from '../../types';
   import AccessTable from './AccessTable.svelte';
+  import ConnectionBreakdown from './ConnectionBreakdown.svelte';
   import StatusCards from './StatusCards.svelte';
 
   const {
@@ -47,3 +48,18 @@
 {#if data && data.entries.length > 0}
   <AccessTable entries={data.entries} />
 {/if}
+
+{#if data}
+  <div class="mt-6 grid gap-6 xl:grid-cols-2">
+    <ConnectionBreakdown
+      title="Requests By IP Address"
+      entries={data.metrics.top_ips}
+      emptyLabel="No connection requests recorded yet."
+    />
+    <ConnectionBreakdown
+      title="Requests By User Agent"
+      entries={data.metrics.top_agents}
+      emptyLabel="No user agents recorded yet."
+    />
+  </div>
+{/if}

ui/src/components/dashboard/StatusCards.svelte

@@ -4,7 +4,7 @@
   const { data }: { data: StatusResponse } = $props();
 </script>
 
-<div class="mt-6 grid gap-4 sm:grid-cols-3">
+<div class="mt-6 grid gap-4 sm:grid-cols-2 xl:grid-cols-3">
   <div class="rounded-2xl border border-white/10 bg-white/5 p-5">
     <p class="text-sm uppercase tracking-[0.2em] text-slate-400">Connected users</p>
     <p class="mt-2 text-3xl font-semibold text-white">{data.connected_count}</p>
@@ -13,8 +13,26 @@
     <p class="text-sm uppercase tracking-[0.2em] text-slate-400">Known principals</p>
     <p class="mt-2 text-3xl font-semibold text-white">{data.total_known}</p>
   </div>
+  <div class="rounded-2xl border border-white/10 bg-white/5 p-5">
+    <p class="text-sm uppercase tracking-[0.2em] text-slate-400">Total requests</p>
+    <p class="mt-2 text-3xl font-semibold text-white">{data.metrics.total_requests}</p>
+  </div>
+  <div class="rounded-2xl border border-white/10 bg-white/5 p-5">
+    <p class="text-sm uppercase tracking-[0.2em] text-slate-400">Unique IPs</p>
+    <p class="mt-2 text-3xl font-semibold text-white">{data.metrics.unique_ips}</p>
+  </div>
+  <div class="rounded-2xl border border-white/10 bg-white/5 p-5">
+    <p class="text-sm uppercase tracking-[0.2em] text-slate-400">Unique agents</p>
+    <p class="mt-2 text-3xl font-semibold text-white">{data.metrics.unique_agents}</p>
+  </div>
   <div class="rounded-2xl border border-white/10 bg-white/5 p-5">
     <p class="text-sm uppercase tracking-[0.2em] text-slate-400">Version</p>
     <p class="mt-2 break-all text-2xl font-semibold text-white">{data.version}</p>
   </div>
 </div>
+
+<div class="mt-4 rounded-2xl border border-white/10 bg-slate-950/40 p-4 text-xs text-slate-400">
+  <p><span class="text-slate-200">Build date:</span> {data.build_date}</p>
+  <p class="mt-1"><span class="text-slate-200">Commit:</span> {data.commit}</p>
+  <p class="mt-1"><span class="text-slate-200">OAuth enabled:</span> {data.oauth_enabled ? 'yes' : 'no'}</p>
+</div>

ui/src/components/learnings/LearningsPage.svelte

@@ -0,0 +1,219 @@
+<script lang="ts">
+  import { GridlerFull, type GridlerColumn } from "@warkypublic/svelix";
+  import { GlobalStateStore } from "../../shellState";
+  import { adminGridTheme } from "../../gridTheme";
+  import type { Learning } from "../../types";
+
+  let selectedLearning = $state<Learning | null>(null);
+  let gridTotal = $state<number | null>(null);
+
+  const learningsDataSourceOptions = {
+    url: "/api/rs",
+    authToken: GlobalStateStore.getState().session.authToken,
+    schema: "public",
+    entity: "learnings",
+    uniqueID: "id",
+    sort: [{ column: "created_at", direction: "desc" }],
+  } as unknown as {
+    url: string;
+    authToken?: string;
+    schema: string;
+    entity: string;
+    uniqueID: string;
+  };
+
+  const columns: GridlerColumn[] = [
+    { id: "summary", title: "Summary", dataKey: "summary", width: 420 },
+    { id: "category", title: "Category", dataKey: "category", width: 140 },
+    { id: "area", title: "Area", dataKey: "area", width: 140 },
+    { id: "status", title: "Status", dataKey: "status", width: 130 },
+    { id: "priority", title: "Priority", dataKey: "priority", width: 120 },
+    {
+      id: "action_required",
+      title: "Action",
+      dataKey: "action_required",
+      width: 100,
+    },
+    {
+      id: "created_at",
+      title: "Created",
+      dataKey: "created_at",
+      width: 210,
+      format: "datetime",
+    },
+  ];
+
+  function normalizeLearning(rowData: Record<string, unknown>): Learning {
+    return {
+      id: String(rowData.id ?? ""),
+      summary: typeof rowData.summary === "string" ? rowData.summary : "",
+      details: typeof rowData.details === "string" ? rowData.details : "",
+      category: typeof rowData.category === "string" ? rowData.category : "",
+      area: typeof rowData.area === "string" ? rowData.area : "",
+      status: typeof rowData.status === "string" ? rowData.status : "",
+      priority: typeof rowData.priority === "string" ? rowData.priority : "",
+      confidence:
+        typeof rowData.confidence === "string" ? rowData.confidence : "",
+      action_required: Boolean(rowData.action_required),
+      source_type:
+        typeof rowData.source_type === "string" ? rowData.source_type : undefined,
+      source_ref:
+        typeof rowData.source_ref === "string" ? rowData.source_ref : undefined,
+      tags: typeof rowData.tags === "string" ? rowData.tags : undefined,
+      project_id:
+        typeof rowData.project_id === "string" ? rowData.project_id : undefined,
+      related_thought_id:
+        typeof rowData.related_thought_id === "string"
+          ? rowData.related_thought_id
+          : undefined,
+      related_skill_id:
+        typeof rowData.related_skill_id === "string"
+          ? rowData.related_skill_id
+          : undefined,
+      reviewed_at:
+        typeof rowData.reviewed_at === "string" ? rowData.reviewed_at : undefined,
+      reviewed_by:
+        typeof rowData.reviewed_by === "string" ? rowData.reviewed_by : undefined,
+      created_at: String(rowData.created_at ?? ""),
+      updated_at: String(rowData.updated_at ?? ""),
+    };
+  }
+
+  function onRowClick(
+    _row: number,
+    rowData: Record<string, unknown> | undefined,
+  ) {
+    if (!rowData) {
+      selectedLearning = null;
+      return;
+    }
+    selectedLearning = normalizeLearning(rowData);
+  }
+
+  function onGridEvent(
+    type: string,
+    _item?: unknown,
+    _column?: unknown,
+    _coords?: unknown,
+    detail?: Record<string, unknown>,
+  ) {
+    if (type !== "page_loaded" && type !== "load") return;
+    const total = detail?.total;
+    if (typeof total === "number") gridTotal = total;
+  }
+
+  function formatDate(value?: string): string {
+    if (!value) return "—";
+    return new Date(value).toLocaleString();
+  }
+</script>
+
+<div class="space-y-4 w-full">
+  <div class="flex flex-col gap-3 sm:flex-row sm:items-end sm:justify-between">
+    <div>
+      <h2 class="text-2xl font-semibold text-white">Learnings</h2>
+      <p class="mt-1 text-sm text-slate-400">
+        {#if gridTotal === null}
+          Server-backed grid
+        {:else}
+          {gridTotal} result{gridTotal !== 1 ? "s" : ""}
+        {/if}
+      </p>
+    </div>
+  </div>
+
+  <div class="grid gap-4 xl:grid-cols-[1.6fr_1fr]">
+    <div class="rounded-2xl border border-white/10 bg-slate-950/30 p-3">
+      <GridlerFull
+        {columns}
+        theme={adminGridTheme}
+        rowMarkers="number"
+        height={560}
+        width="100%"
+        pageSize={40}
+        dataSource="resolvespec"
+        dataSourceOptions={learningsDataSourceOptions}
+        serverSideSearch={true}
+        searchColumns={["summary", "details", "category", "area", "status"]}
+        {onGridEvent}
+        {onRowClick}
+      />
+    </div>
+
+    <aside class="rounded-2xl border border-white/10 bg-slate-900/70 p-4">
+      <div class="flex items-start justify-between gap-3">
+        <h3 class="text-sm font-semibold text-white">Learning Inspector</h3>
+      </div>
+
+      {#if !selectedLearning}
+        <p class="mt-3 text-sm text-slate-500">
+          Select a learning row to inspect details and metadata.
+        </p>
+      {:else}
+        <div class="mt-3 space-y-3 text-sm text-slate-300">
+          <p class="text-slate-200">{selectedLearning.summary}</p>
+          <div class="rounded-xl border border-white/10 bg-white/5 p-3 space-y-1">
+            <p>
+              <strong class="text-slate-100">Category:</strong>
+              {selectedLearning.category || "—"}
+            </p>
+            <p>
+              <strong class="text-slate-100">Area:</strong>
+              {selectedLearning.area || "—"}
+            </p>
+            <p>
+              <strong class="text-slate-100">Status:</strong>
+              {selectedLearning.status || "—"}
+            </p>
+            <p>
+              <strong class="text-slate-100">Priority:</strong>
+              {selectedLearning.priority || "—"}
+            </p>
+            <p>
+              <strong class="text-slate-100">Confidence:</strong>
+              {selectedLearning.confidence || "—"}
+            </p>
+            <p>
+              <strong class="text-slate-100">Action Required:</strong>
+              {selectedLearning.action_required ? "yes" : "no"}
+            </p>
+            <p>
+              <strong class="text-slate-100">Created:</strong>
+              {formatDate(selectedLearning.created_at)}
+            </p>
+            <p>
+              <strong class="text-slate-100">Updated:</strong>
+              {formatDate(selectedLearning.updated_at)}
+            </p>
+            <p>
+              <strong class="text-slate-100">Reviewed:</strong>
+              {formatDate(selectedLearning.reviewed_at)}
+            </p>
+            <p>
+              <strong class="text-slate-100">Reviewed By:</strong>
+              {selectedLearning.reviewed_by || "—"}
+            </p>
+          </div>
+
+          <div class="rounded-xl border border-white/10 bg-white/5 p-3">
+            <p class="text-xs uppercase tracking-[0.18em] text-slate-500">Details</p>
+            <p class="mt-2 whitespace-pre-wrap text-slate-300">
+              {selectedLearning.details || "No details provided."}
+            </p>
+          </div>
+
+          <div class="rounded-xl border border-white/10 bg-white/5 p-3">
+            <p class="text-xs uppercase tracking-[0.18em] text-slate-500">Source</p>
+            <p class="mt-2 text-slate-300">
+              {selectedLearning.source_type || "—"}
+              {#if selectedLearning.source_ref}
+                · {selectedLearning.source_ref}
+              {/if}
+            </p>
+            <p class="mt-1 text-slate-400">Tags: {selectedLearning.tags || "—"}</p>
+          </div>
+        </div>
+      {/if}
+    </aside>
+  </div>
+</div>

ui/src/components/maintenance/MaintenancePage.svelte

@@ -0,0 +1,184 @@
+<script lang="ts">
+  import { onMount } from 'svelte';
+  import { api } from '../../api';
+  import type { BackfillResult, MaintenanceLog, MaintenanceTask, MetadataRetryResult } from '../../types';
+
+  let tasks = $state<MaintenanceTask[]>([]);
+  let logs = $state<MaintenanceLog[]>([]);
+  let loading = $state(true);
+  let error = $state('');
+  let busyAction = $state<'backfill' | 'retry' | null>(null);
+  let actionError = $state('');
+  let actionMessage = $state('');
+  let dryRun = $state(true);
+
+  async function load() {
+    loading = true;
+    error = '';
+    try {
+      const [taskRows, logRows] = await Promise.all([api.maintenance.tasks(), api.maintenance.logs()]);
+      tasks = taskRows;
+      logs = logRows;
+    } catch (e) {
+      error = e instanceof Error ? e.message : 'Failed to load maintenance data';
+    } finally {
+      loading = false;
+    }
+  }
+
+  function formatDate(value?: string): string {
+    if (!value) return '—';
+    return new Date(value).toLocaleString();
+  }
+
+  function formatCost(value?: number): string {
+    if (value === undefined || value === null) return '—';
+    return `$${value.toFixed(2)}`;
+  }
+
+  function summarizeBackfill(result: BackfillResult): string {
+    return `Backfill (${result.dry_run ? 'dry-run' : 'run'}) scanned ${result.scanned}, embedded ${result.embedded}, failed ${result.failed}.`;
+  }
+
+  function summarizeRetry(result: MetadataRetryResult): string {
+    return `Metadata retry (${result.dry_run ? 'dry-run' : 'run'}) scanned ${result.scanned}, retried ${result.retried}, updated ${result.updated}, failed ${result.failed}.`;
+  }
+
+  async function runBackfill() {
+    busyAction = 'backfill';
+    actionError = '';
+    actionMessage = '';
+    try {
+      const result = await api.maintenance.runBackfill({ dry_run: dryRun });
+      actionMessage = summarizeBackfill(result);
+    } catch (e) {
+      actionError = e instanceof Error ? e.message : 'Backfill failed';
+    } finally {
+      busyAction = null;
+    }
+  }
+
+  async function runRetryMetadata() {
+    busyAction = 'retry';
+    actionError = '';
+    actionMessage = '';
+    try {
+      const result = await api.maintenance.runRetryMetadata({ dry_run: dryRun });
+      actionMessage = summarizeRetry(result);
+    } catch (e) {
+      actionError = e instanceof Error ? e.message : 'Retry failed';
+    } finally {
+      busyAction = null;
+    }
+  }
+
+  onMount(load);
+</script>
+
+<div class="space-y-6">
+  <div class="flex items-end justify-between">
+    <div>
+      <h2 class="text-2xl font-semibold text-white">Maintenance</h2>
+      <p class="mt-1 text-sm text-slate-400">Operational state and safe maintenance actions.</p>
+    </div>
+    <button
+      class="rounded-xl border border-white/10 bg-white/5 px-4 py-2 text-sm text-slate-200 transition hover:bg-white/10"
+      onclick={load}
+    >Refresh</button>
+  </div>
+
+  <section class="rounded-2xl border border-white/10 bg-slate-900/70 p-4">
+    <div class="flex flex-wrap items-center gap-3">
+      <label class="flex items-center gap-2 text-sm text-slate-300">
+        <input type="checkbox" class="accent-cyan-400" bind:checked={dryRun} />
+        Dry run
+      </label>
+      <button
+        class="rounded-xl border border-cyan-300/30 bg-cyan-400/10 px-4 py-2 text-sm font-medium text-cyan-100 transition hover:bg-cyan-400/20 disabled:opacity-50"
+        onclick={runBackfill}
+        disabled={busyAction !== null}
+      >{busyAction === 'backfill' ? 'Running backfill…' : 'Run Backfill'}</button>
+      <button
+        class="rounded-xl border border-amber-300/30 bg-amber-400/10 px-4 py-2 text-sm font-medium text-amber-100 transition hover:bg-amber-400/20 disabled:opacity-50"
+        onclick={runRetryMetadata}
+        disabled={busyAction !== null}
+      >{busyAction === 'retry' ? 'Running retry…' : 'Run Metadata Retry'}</button>
+    </div>
+    {#if actionError}
+      <p class="mt-3 text-sm text-rose-300">{actionError}</p>
+    {/if}
+    {#if actionMessage}
+      <p class="mt-3 text-sm text-emerald-300">{actionMessage}</p>
+    {/if}
+  </section>
+
+  {#if loading}
+    <div class="rounded-2xl border border-dashed border-white/10 bg-slate-950/40 py-12 text-center text-slate-400">Loading…</div>
+  {:else if error}
+    <div class="rounded-2xl border border-rose-400/30 bg-rose-400/10 px-4 py-4 text-sm text-rose-100">{error}</div>
+  {:else}
+    <section class="space-y-4">
+      <h3 class="text-lg font-semibold text-white">Tasks ({tasks.length})</h3>
+      {#if tasks.length === 0}
+        <div class="rounded-2xl border border-dashed border-white/10 bg-slate-950/40 py-10 text-center text-slate-500">No maintenance tasks.</div>
+      {:else}
+        <div class="overflow-hidden rounded-2xl border border-white/10">
+          <table class="min-w-full divide-y divide-white/10 text-sm text-slate-300">
+            <thead class="bg-white/5 text-xs uppercase tracking-[0.18em] text-slate-500">
+              <tr>
+                <th class="px-4 py-3 text-left font-medium">Task</th>
+                <th class="px-4 py-3 text-left font-medium">Category</th>
+                <th class="px-4 py-3 text-left font-medium">Priority</th>
+                <th class="px-4 py-3 text-right font-medium">Next Due</th>
+                <th class="px-4 py-3 text-right font-medium">Last Completed</th>
+              </tr>
+            </thead>
+            <tbody class="divide-y divide-white/5 bg-slate-950/30">
+              {#each tasks as task}
+                <tr class="hover:bg-white/[0.03]">
+                  <td class="px-4 py-3 font-medium text-white">{task.name}</td>
+                  <td class="px-4 py-3 text-slate-400">{task.category || '—'}</td>
+                  <td class="px-4 py-3 text-slate-300">{task.priority || 'medium'}</td>
+                  <td class="px-4 py-3 text-right text-slate-300">{formatDate(task.next_due)}</td>
+                  <td class="px-4 py-3 text-right text-slate-400">{formatDate(task.last_completed)}</td>
+                </tr>
+              {/each}
+            </tbody>
+          </table>
+        </div>
+      {/if}
+    </section>
+
+    <section class="space-y-4">
+      <h3 class="text-lg font-semibold text-white">Recent Logs ({logs.length})</h3>
+      {#if logs.length === 0}
+        <div class="rounded-2xl border border-dashed border-white/10 bg-slate-950/40 py-10 text-center text-slate-500">No maintenance logs.</div>
+      {:else}
+        <div class="overflow-hidden rounded-2xl border border-white/10">
+          <table class="min-w-full divide-y divide-white/10 text-sm text-slate-300">
+            <thead class="bg-white/5 text-xs uppercase tracking-[0.18em] text-slate-500">
+              <tr>
+                <th class="px-4 py-3 text-left font-medium">Completed</th>
+                <th class="px-4 py-3 text-left font-medium">Task ID</th>
+                <th class="px-4 py-3 text-left font-medium">By</th>
+                <th class="px-4 py-3 text-right font-medium">Cost</th>
+                <th class="px-4 py-3 text-left font-medium">Notes</th>
+              </tr>
+            </thead>
+            <tbody class="divide-y divide-white/5 bg-slate-950/30">
+              {#each logs as log}
+                <tr class="hover:bg-white/[0.03]">
+                  <td class="px-4 py-3 text-slate-300">{formatDate(log.completed_at)}</td>
+                  <td class="px-4 py-3"><code class="text-xs text-cyan-100">{log.task_id}</code></td>
+                  <td class="px-4 py-3 text-slate-400">{log.performed_by || '—'}</td>
+                  <td class="px-4 py-3 text-right tabular-nums text-slate-300">{formatCost(log.cost)}</td>
+                  <td class="max-w-sm truncate px-4 py-3 text-slate-400">{log.notes || '—'}</td>
+                </tr>
+              {/each}
+            </tbody>
+          </table>
+        </div>
+      {/if}
+    </section>
+  {/if}
+</div>

ui/src/components/projects/ProjectsPage.svelte

@@ -1,6 +1,9 @@
 <script lang="ts">
   import { onMount } from 'svelte';
+  import { GridlerFull, TextInputCtrl, type GridlerColumn } from '@warkypublic/svelix';
   import { api } from '../../api';
+  import { GlobalStateStore } from '../../shellState';
+  import { adminGridTheme } from '../../gridTheme';
   import type { ProjectSummary } from '../../types';
 
   let projects = $state<ProjectSummary[]>([]);
@@ -11,12 +14,39 @@
   let newName = $state('');
   let newDesc = $state('');
   let createError = $state('');
+  let selectedProject = $state<ProjectSummary | null>(null);
+  const projectDataSourceOptions = {
+    url: '/api/rs',
+    authToken: GlobalStateStore.getState().session.authToken,
+    schema: 'public',
+    entity: 'projects',
+    uniqueID: 'id',
+    hotfields: ['id', 'guid'],
+    sort: [{ column: 'created_at', direction: 'desc' }]
+  } as unknown as {
+    url: string;
+    authToken?: string;
+    schema: string;
+    entity: string;
+    uniqueID: string;
+    hotfields: string[];
+  };
+
+  const columns: GridlerColumn[] = [
+    { id: 'name', title: 'Name', dataKey: 'name', width: 260 },
+    { id: 'description', title: 'Description', dataKey: 'description', width: 360 },
+    { id: 'last_active_at', title: 'Last Active', dataKey: 'last_active_at', width: 200, format: 'datetime' },
+    { id: 'created_at', title: 'Created', dataKey: 'created_at', width: 200, format: 'datetime' }
+  ];
 
   async function load() {
     loading = true;
     error = '';
     try {
       projects = await api.projects.list();
+      if (selectedProject) {
+        selectedProject = projects.find((project) => project.id === selectedProject?.id) ?? null;
+      }
     } catch (e) {
       error = e instanceof Error ? e.message : 'Failed to load projects';
     } finally {
@@ -41,8 +71,20 @@
     }
   }
 
-  function formatDate(value: string) {
-    return new Date(value).toLocaleDateString();
+  function onProjectRowClick(_row: number, rowData: Record<string, unknown> | undefined) {
+    if (!rowData) {
+      selectedProject = null;
+      return;
+    }
+    const id = String(rowData.guid ?? rowData.id ?? '');
+    selectedProject = {
+      id,
+      name: String(rowData.name ?? ''),
+      description: String(rowData.description ?? ''),
+      created_at: String(rowData.created_at ?? ''),
+      last_active_at: String(rowData.last_active_at ?? ''),
+      thought_count: Number(rowData.thought_count ?? 0)
+    };
   }
 
   onMount(load);
@@ -70,16 +112,15 @@
     <div class="rounded-2xl border border-cyan-400/20 bg-slate-900 p-5">
       <h3 class="text-sm font-semibold text-white">Create project</h3>
       <div class="mt-3 space-y-3">
-        <input
-          type="text"
+        <TextInputCtrl
+          label="Project name"
           placeholder="Name"
-          class="w-full rounded-xl border border-white/10 bg-white/5 px-4 py-2 text-sm text-white placeholder-slate-500 focus:border-cyan-400/40 focus:outline-none"
+          required
           bind:value={newName}
         />
-        <input
-          type="text"
+        <TextInputCtrl
+          label="Description"
           placeholder="Description (optional)"
-          class="w-full rounded-xl border border-white/10 bg-white/5 px-4 py-2 text-sm text-white placeholder-slate-500 focus:border-cyan-400/40 focus:outline-none"
           bind:value={newDesc}
         />
         {#if createError}<p class="text-xs text-rose-300">{createError}</p>{/if}
@@ -109,29 +150,25 @@
       No projects yet.
     </div>
   {:else}
-    <div class="overflow-hidden rounded-2xl border border-white/10">
-      <table class="min-w-full divide-y divide-white/10 text-sm text-slate-300">
-        <thead class="bg-white/5 text-xs uppercase tracking-[0.18em] text-slate-500">
-          <tr>
-            <th class="px-4 py-3 text-left font-medium">Name</th>
-            <th class="px-4 py-3 text-left font-medium">Description</th>
-            <th class="px-4 py-3 text-right font-medium">Thoughts</th>
-            <th class="px-4 py-3 text-right font-medium">Last active</th>
-            <th class="px-4 py-3 text-right font-medium">Created</th>
-          </tr>
-        </thead>
-        <tbody class="divide-y divide-white/5 bg-slate-950/30">
-          {#each projects as p}
-            <tr class="hover:bg-white/[0.03]">
-              <td class="px-4 py-3 font-medium text-white">{p.name}</td>
-              <td class="max-w-xs truncate px-4 py-3 text-slate-400">{p.description || '—'}</td>
-              <td class="px-4 py-3 text-right tabular-nums text-slate-200">{p.thought_count}</td>
-              <td class="px-4 py-3 text-right text-slate-400">{formatDate(p.last_active_at)}</td>
-              <td class="px-4 py-3 text-right text-slate-400">{formatDate(p.created_at)}</td>
-            </tr>
-          {/each}
-        </tbody>
-      </table>
+    <div class="rounded-2xl border border-white/10 bg-slate-950/30 p-3">
+      <GridlerFull
+        {columns}
+        theme={adminGridTheme}
+        rowMarkers="number"
+        height={420}
+        dataSource="resolvespec"
+        dataSourceOptions={projectDataSourceOptions}
+        serverSideSearch={true}
+        searchColumns={['name', 'description']}
+        onRowClick={onProjectRowClick}
+      />
     </div>
+    {#if selectedProject}
+      <div class="rounded-2xl border border-white/10 bg-slate-900/70 p-4">
+        <h3 class="text-sm font-semibold text-white">Selected project</h3>
+        <p class="mt-2 text-sm text-slate-300"><strong class="text-slate-100">{selectedProject.name}</strong> · {selectedProject.thought_count} thoughts</p>
+        <p class="mt-1 text-sm text-slate-400">{selectedProject.description || 'No description.'}</p>
+      </div>
+    {/if}
   {/if}
 </div>

ui/src/components/shell/AdminShell.svelte

@@ -2,6 +2,8 @@
   import type { ShellPage, StatusResponse } from '../../types';
   import FilesPage from '../files/FilesPage.svelte';
   import GuardrailsPage from '../guardrails/GuardrailsPage.svelte';
+  import LearningsPage from '../learnings/LearningsPage.svelte';
+  import MaintenancePage from '../maintenance/MaintenancePage.svelte';
   import DashboardPage from '../dashboard/DashboardPage.svelte';
   import ProjectsPage from '../projects/ProjectsPage.svelte';
   import SkillsPage from '../skills/SkillsPage.svelte';
@@ -37,12 +39,16 @@
       <ProjectsPage />
     {:else if currentPage === 'thoughts'}
       <ThoughtsPage />
+    {:else if currentPage === 'learnings'}
+      <LearningsPage />
     {:else if currentPage === 'skills'}
       <SkillsPage />
     {:else if currentPage === 'guardrails'}
       <GuardrailsPage />
     {:else if currentPage === 'files'}
       <FilesPage />
+    {:else if currentPage === 'maintenance'}
+      <MaintenancePage />
     {/if}
   </main>
 </div>

ui/src/components/shell/AppSidebar.svelte

@@ -15,9 +15,11 @@
     { id: 'dashboard', label: 'Dashboard', description: 'System overview and status.' },
     { id: 'projects', label: 'Projects', description: 'Browse and manage projects.' },
     { id: 'thoughts', label: 'Thoughts', description: 'Search and inspect thoughts.' },
+    { id: 'learnings', label: 'Learnings', description: 'Curated insights and outcomes.' },
     { id: 'skills', label: 'Skills', description: 'Agent skill registry.' },
     { id: 'guardrails', label: 'Guardrails', description: 'Agent guardrail registry.' },
-    { id: 'files', label: 'Files', description: 'Stored file inventory.' }
+    { id: 'files', label: 'Files', description: 'Stored file inventory.' },
+    { id: 'maintenance', label: 'Maintenance', description: 'Task state and upkeep actions.' }
   ];
 </script>
 

ui/src/components/thoughts/ThoughtsPage.svelte

@@ -1,165 +1,389 @@
 <script lang="ts">
-  import { onMount } from 'svelte';
-  import { api } from '../../api';
-  import type { Thought, SearchResult } from '../../types';
+  import {
+    GridlerFull,
+    type GridColumnFilters,
+    type GridlerColumn,
+  } from "@warkypublic/svelix";
+  import { api } from "../../api";
+  import { GlobalStateStore } from "../../shellState";
+  import { adminGridTheme } from "../../gridTheme";
+  import type { StoredFile, Thought, ThoughtLink } from "../../types";
 
-  type Row = Thought | SearchResult;
-
-  let rows = $state<Row[]>([]);
-  let loading = $state(true);
-  let error = $state('');
-  let query = $state('');
   let includeArchived = $state(false);
   let actionBusy = $state<string | null>(null);
-  let actionError = $state('');
+  let actionError = $state("");
+  let inspectorBusy = $state(false);
+  let selectedThought = $state<Thought | null>(null);
+  let relatedLinks = $state<ThoughtLink[]>([]);
+  let relatedFiles = $state<StoredFile[]>([]);
+  let gridTotal = $state<number | null>(null);
+  const thoughtsDataSourceOptions = {
+    url: "/api/rs",
+    authToken: GlobalStateStore.getState().session.authToken,
+    schema: "public",
+    entity: "thoughts",
+    uniqueID: "id",
+    hotfields: ["guid", "metadata", "project_id", "archived_at"],
+    sort: [{ column: "created_at", direction: "desc" }],
+  } as unknown as {
+    url: string;
+    authToken?: string;
+    schema: string;
+    entity: string;
+    uniqueID: string;
+    hotfields: string[];
+  };
 
-  let searchTimer: ReturnType<typeof setTimeout>;
+  const columns: GridlerColumn[] = [
+    { id: "id", title: "ID", dataKey: "id", width: 90, format: "number" },
+    { id: "content", title: "Content", dataKey: "content", width: 520 },
+    {
+      id: "created_at",
+      title: "Created",
+      dataKey: "created_at",
+      width: 210,
+      format: "datetime",
+    },
+    {
+      id: "updated_at",
+      title: "Updated",
+      dataKey: "updated_at",
+      width: 210,
+      format: "datetime",
+    },
+    {
+      id: "archived_at",
+      title: "Archived",
+      dataKey: "archived_at",
+      width: 210,
+      format: "datetime",
+    },
+  ];
 
-  async function load() {
-    loading = true;
-    error = '';
-    try {
-      rows = await api.thoughts.list({ q: query || undefined, include_archived: includeArchived || undefined, limit: 100 }) as Row[];
-    } catch (e) {
-      error = e instanceof Error ? e.message : 'Failed to load thoughts';
-    } finally {
-      loading = false;
-    }
-  }
-
-  function onQueryInput() {
-    clearTimeout(searchTimer);
-    searchTimer = setTimeout(load, 350);
-  }
+  const baseFilters = $derived<GridColumnFilters>(
+    includeArchived
+      ? {}
+      : {
+          archived_at: {
+            value: "",
+            op: "isNull",
+          },
+        },
+  );
 
   async function archive(id: string) {
     actionBusy = id;
-    actionError = '';
+    actionError = "";
     try {
       await api.thoughts.archive(id);
-      await load();
+      if (selectedThought?.id === id)
+        selectedThought.archived_at = new Date().toISOString();
     } catch (e) {
-      actionError = e instanceof Error ? e.message : 'Archive failed';
+      actionError = e instanceof Error ? e.message : "Archive failed";
     } finally {
       actionBusy = null;
     }
   }
 
   async function remove(id: string) {
-    if (!confirm('Permanently delete this thought?')) return;
+    if (!confirm("Permanently delete this thought?")) return;
     actionBusy = id;
-    actionError = '';
+    actionError = "";
     try {
       await api.thoughts.delete(id);
-      await load();
+      if (selectedThought?.id === id) {
+        selectedThought = null;
+        relatedLinks = [];
+        relatedFiles = [];
+      }
     } catch (e) {
-      actionError = e instanceof Error ? e.message : 'Delete failed';
+      actionError = e instanceof Error ? e.message : "Delete failed";
     } finally {
       actionBusy = null;
     }
   }
 
-  function isArchived(row: Row): boolean {
-    return 'archived_at' in row && !!row.archived_at;
+  function normalizeThought(rowData: Record<string, unknown>): Thought {
+    const metadataObj = (rowData.metadata ?? {}) as Record<string, unknown>;
+    return {
+      id: String(rowData.id ?? ""),
+      guid: rowData.guid ? String(rowData.guid) : undefined,
+      content: typeof rowData.content === "string" ? rowData.content : "",
+      project_id: rowData.project_id ? String(rowData.project_id) : undefined,
+      archived_at: rowData.archived_at
+        ? String(rowData.archived_at)
+        : undefined,
+      created_at: String(rowData.created_at ?? ""),
+      updated_at: String(rowData.updated_at ?? ""),
+      metadata: {
+        people: Array.isArray(metadataObj.people)
+          ? (metadataObj.people as string[])
+          : [],
+        action_items: Array.isArray(metadataObj.action_items)
+          ? (metadataObj.action_items as string[])
+          : [],
+        dates_mentioned: Array.isArray(metadataObj.dates_mentioned)
+          ? (metadataObj.dates_mentioned as string[])
+          : [],
+        topics: Array.isArray(metadataObj.topics)
+          ? (metadataObj.topics as string[])
+          : [],
+        type: typeof metadataObj.type === "string" ? metadataObj.type : "",
+        source:
+          typeof metadataObj.source === "string" ? metadataObj.source : "",
+        metadata_status:
+          typeof metadataObj.metadata_status === "string"
+            ? metadataObj.metadata_status
+            : "",
+        metadata_error:
+          typeof metadataObj.metadata_error === "string"
+            ? metadataObj.metadata_error
+            : undefined,
+        attachments: Array.isArray(metadataObj.attachments)
+          ? (metadataObj.attachments as Thought["metadata"]["attachments"])
+          : [],
+      },
+    };
   }
 
-  function content(row: Row): string {
-    return row.content.length > 120 ? row.content.slice(0, 120) + '…' : row.content;
+  async function inspectThought(row: Thought | null) {
+    selectedThought = row;
+    relatedLinks = [];
+    relatedFiles = [];
+    if (!row) return;
+
+    inspectorBusy = true;
+    try {
+      const thoughtRef = row.guid ?? row.id;
+      const [links, files] = await Promise.all([
+        api.thoughts.links(row.id),
+        api.files.list({ thought_id: thoughtRef }),
+      ]);
+      relatedLinks = links;
+      relatedFiles = files;
+    } finally {
+      inspectorBusy = false;
+    }
   }
 
-  function formatDate(value: string) {
+  function onRowClick(
+    _row: number,
+    rowData: Record<string, unknown> | undefined,
+  ) {
+    if (!rowData) {
+      void inspectThought(null);
+      return;
+    }
+    void inspectThought(normalizeThought(rowData));
+  }
+
+  function onGridEvent(
+    type: string,
+    _item?: unknown,
+    _column?: unknown,
+    _coords?: unknown,
+    detail?: Record<string, unknown>,
+  ) {
+    if (type !== "page_loaded" && type !== "load") return;
+    const total = detail?.total;
+    if (typeof total === "number") gridTotal = total;
+  }
+
+  function formatDate(value?: string) {
+    if (!value) return "—";
     return new Date(value).toLocaleString();
   }
 
-  onMount(load);
+  function isSelectedArchived(): boolean {
+    return !!selectedThought?.archived_at;
+  }
 </script>
 
-<div class="space-y-4">
+<div class="space-y-4 w-full">
   <div class="flex flex-col gap-3 sm:flex-row sm:items-end sm:justify-between">
     <div>
       <h2 class="text-2xl font-semibold text-white">Thoughts</h2>
-      <p class="mt-1 text-sm text-slate-400">{rows.length} result{rows.length !== 1 ? 's' : ''}</p>
+      <p class="mt-1 text-sm text-slate-400">
+        {#if gridTotal === null}
+          Server-backed grid
+        {:else}
+          {gridTotal} result{gridTotal !== 1 ? "s" : ""}
+        {/if}
+      </p>
     </div>
     <div class="flex items-center gap-3">
       <label class="flex items-center gap-2 text-sm text-slate-400">
-        <input type="checkbox" class="accent-cyan-400" bind:checked={includeArchived} onchange={load} />
+        <input
+          type="checkbox"
+          class="accent-cyan-400"
+          bind:checked={includeArchived}
+        />
         Archived
       </label>
       <button
         class="rounded-xl border border-white/10 bg-white/5 px-4 py-2 text-sm text-slate-200 transition hover:bg-white/10"
-        onclick={load}
-      >Refresh</button>
+        onclick={() => {
+          selectedThought = null;
+          relatedLinks = [];
+          relatedFiles = [];
+        }}>Refresh</button
+      >
     </div>
   </div>
 
-  <input
-    type="search"
-    placeholder="Search thoughts…"
-    class="w-full rounded-xl border border-white/10 bg-white/5 px-4 py-2.5 text-sm text-white placeholder-slate-500 focus:border-cyan-400/40 focus:outline-none"
-    bind:value={query}
-    oninput={onQueryInput}
-  />
-
   {#if actionError}
     <p class="text-sm text-rose-300">{actionError}</p>
   {/if}
 
-  {#if loading}
-    <div class="rounded-2xl border border-dashed border-white/10 bg-slate-950/40 py-12 text-center text-slate-400">Loading…</div>
-  {:else if error}
-    <div class="rounded-2xl border border-rose-400/30 bg-rose-400/10 px-4 py-4 text-sm text-rose-100">{error}</div>
-  {:else if rows.length === 0}
-    <div class="rounded-2xl border border-dashed border-white/10 bg-slate-950/40 py-12 text-center text-slate-500">No thoughts found.</div>
-  {:else}
-    <div class="overflow-hidden rounded-2xl border border-white/10">
-      <table class="min-w-full divide-y divide-white/10 text-sm text-slate-300">
-        <thead class="bg-white/5 text-xs uppercase tracking-[0.18em] text-slate-500">
-          <tr>
-            <th class="px-4 py-3 text-left font-medium">Content</th>
-            <th class="px-4 py-3 text-left font-medium">Type</th>
-            <th class="px-4 py-3 text-left font-medium">Status</th>
-            <th class="px-4 py-3 text-right font-medium">Created</th>
-            <th class="px-4 py-3 text-right font-medium">Actions</th>
-          </tr>
-        </thead>
-        <tbody class="divide-y divide-white/5 bg-slate-950/30">
-          {#each rows as row}
-            <tr class={`hover:bg-white/[0.03] ${isArchived(row) ? 'opacity-50' : ''}`}>
-              <td class="max-w-sm px-4 py-3 align-top">
-                <p class="text-white">{content(row)}</p>
-                {#if row.metadata.topics?.length}
-                  <p class="mt-1 text-xs text-slate-500">{row.metadata.topics.slice(0,3).join(', ')}</p>
-                {/if}
-              </td>
-              <td class="px-4 py-3 align-top">
-                <span class="rounded-full border border-white/10 bg-white/5 px-2 py-0.5 text-xs text-slate-300">
-                  {row.metadata.type || '—'}
-                </span>
-              </td>
-              <td class="px-4 py-3 align-top text-xs text-slate-400">
-                {isArchived(row) ? 'archived' : (row.metadata.metadata_status || 'active')}
-              </td>
-              <td class="px-4 py-3 align-top text-right text-slate-400">{formatDate(row.created_at)}</td>
-              <td class="px-4 py-3 align-top text-right">
-                <div class="flex justify-end gap-2">
-                  {#if !isArchived(row)}
-                    <button
-                      class="text-xs text-slate-400 underline-offset-2 hover:text-slate-200"
-                      onclick={() => archive(row.id)}
-                      disabled={actionBusy === row.id}
-                    >Archive</button>
-                  {/if}
-                  <button
-                    class="text-xs text-rose-400 underline-offset-2 hover:text-rose-300"
-                    onclick={() => remove(row.id)}
-                    disabled={actionBusy === row.id}
-                  >Delete</button>
-                </div>
-              </td>
-            </tr>
-          {/each}
-        </tbody>
-      </table>
+  <div class="grid gap-4 xl:grid-cols-[1.6fr_1fr]">
+    <div class="rounded-2xl border border-white/10 bg-slate-950/30 p-3">
+      <GridlerFull
+        {columns}
+        theme={adminGridTheme}
+        rowMarkers="number"
+        height={560}
+        width="100%"
+        pageSize={40}
+        dataSource="resolvespec"
+        dataSourceOptions={thoughtsDataSourceOptions}
+        serverSideSearch={true}
+        searchColumns={["content"]}
+        filters={baseFilters}
+        {onGridEvent}
+        {onRowClick}
+      />
     </div>
-  {/if}
+
+    <aside class="rounded-2xl border border-white/10 bg-slate-900/70 p-4">
+      <div class="flex items-start justify-between gap-3">
+        <h3 class="text-sm font-semibold text-white">Thought Inspector</h3>
+        {#if selectedThought}
+          <div class="flex gap-2">
+            {#if !isSelectedArchived()}
+              <button
+                class="text-xs text-slate-300 hover:text-white"
+                onclick={() => {
+                  if (selectedThought) void archive(selectedThought.id);
+                }}
+                disabled={actionBusy === selectedThought?.id}>Archive</button
+              >
+            {/if}
+            <button
+              class="text-xs text-rose-300 hover:text-rose-200"
+              onclick={() => {
+                if (selectedThought) void remove(selectedThought.id);
+              }}
+              disabled={actionBusy === selectedThought?.id}>Delete</button
+            >
+          </div>
+        {/if}
+      </div>
+
+      {#if !selectedThought}
+        <p class="mt-3 text-sm text-slate-500">
+          Select a thought row to inspect metadata, links, and file records.
+        </p>
+      {:else}
+        <div class="mt-3 space-y-3 text-sm text-slate-300">
+          <p class="text-slate-200">{selectedThought.content}</p>
+          <div class="rounded-xl border border-white/10 bg-white/5 p-3">
+            <p>
+              <strong class="text-slate-100">Type:</strong>
+              {selectedThought.metadata.type || "—"}
+            </p>
+            <p>
+              <strong class="text-slate-100">Status:</strong>
+              {selectedThought.metadata.metadata_status || "active"}
+            </p>
+            {#if selectedThought.metadata.metadata_error}
+              <p class="mt-1 text-rose-300">
+                <strong>Error:</strong>
+                {selectedThought.metadata.metadata_error}
+              </p>
+            {/if}
+            <p class="mt-1">
+              <strong class="text-slate-100">Created:</strong>
+              {formatDate(selectedThought.created_at)}
+            </p>
+            <p>
+              <strong class="text-slate-100">Updated:</strong>
+              {formatDate(selectedThought.updated_at)}
+            </p>
+          </div>
+
+          <div>
+            <p class="text-xs uppercase tracking-[0.18em] text-slate-500">
+              Related Links ({relatedLinks.length})
+            </p>
+            {#if inspectorBusy}
+              <p class="mt-2 text-xs text-slate-500">Loading links…</p>
+            {:else if relatedLinks.length === 0}
+              <p class="mt-2 text-xs text-slate-500">No related links.</p>
+            {:else}
+              <ul class="mt-2 space-y-1 text-xs">
+                {#each relatedLinks as link}
+                  <li
+                    class="rounded-lg border border-white/10 bg-white/5 px-2 py-1"
+                  >
+                    <code class="text-cyan-100">{link.from_id}</code> →
+                    <code class="text-cyan-100">{link.to_id}</code>
+                    · {link.relation}
+                  </li>
+                {/each}
+              </ul>
+            {/if}
+          </div>
+
+          <div>
+            <p class="text-xs uppercase tracking-[0.18em] text-slate-500">
+              Attachments ({selectedThought.metadata.attachments?.length ?? 0})
+            </p>
+            {#if (selectedThought.metadata.attachments?.length ?? 0) === 0}
+              <p class="mt-2 text-xs text-slate-500">No attachment metadata.</p>
+            {:else}
+              <ul class="mt-2 space-y-1 text-xs">
+                {#each selectedThought.metadata.attachments ?? [] as attachment}
+                  <li
+                    class="rounded-lg border border-white/10 bg-white/5 px-2 py-1"
+                  >
+                    {attachment.name} · {attachment.media_type} · {attachment.size_bytes}
+                    bytes
+                  </li>
+                {/each}
+              </ul>
+            {/if}
+          </div>
+
+          <div>
+            <p class="text-xs uppercase tracking-[0.18em] text-slate-500">
+              Stored File Records ({relatedFiles.length})
+            </p>
+            {#if inspectorBusy}
+              <p class="mt-2 text-xs text-slate-500">Loading files…</p>
+            {:else if relatedFiles.length === 0}
+              <p class="mt-2 text-xs text-slate-500">
+                No stored files linked to this thought.
+              </p>
+            {:else}
+              <ul class="mt-2 space-y-1 text-xs">
+                {#each relatedFiles as file}
+                  <li
+                    class="rounded-lg border border-white/10 bg-white/5 px-2 py-1"
+                  >
+                    <a
+                      href={`/files/${file.id}`}
+                      target="_blank"
+                      rel="noreferrer"
+                      class="text-cyan-300 hover:text-cyan-200">{file.name}</a
+                    >
+                    · {file.media_type}
+                  </li>
+                {/each}
+              </ul>
+            {/if}
+          </div>
+        </div>
+      {/if}
+    </aside>
+  </div>
 </div>

ui/src/gridTheme.ts

@@ -0,0 +1,18 @@
+import type { GridlerTheme } from '@warkypublic/svelix';
+
+export const adminGridTheme: Partial<GridlerTheme> = {
+  accentColor: '#22d3ee',
+  accentFg: '#06232b',
+  bgCell: '#020617',
+  bgHeader: '#0f172a',
+  bgHeaderHasFocus: '#164e63',
+  bgSearchResult: '#083344',
+  borderColor: '#1e293b',
+  foreground: '#cbd5e1',
+  fontFamily: 'Inter, system-ui, sans-serif',
+  fontSize: 13,
+  headerFontSize: 12,
+  lineHeight: 1.4,
+  cellHorizontalPadding: 10,
+  cellVerticalPadding: 8
+};

ui/src/types.ts

@@ -2,10 +2,25 @@ export type AccessEntry = {
   key_id: string;
   last_accessed_at: string;
   last_path: string;
+  remote_addr: string;
   user_agent: string;
   request_count: number;
 };
 
+export type RequestAggregate = {
+  key: string;
+  request_count: number;
+};
+
+export type AccessMetrics = {
+  total_requests: number;
+  unique_principals: number;
+  unique_ips: number;
+  unique_agents: number;
+  top_ips: RequestAggregate[];
+  top_agents: RequestAggregate[];
+};
+
 export type StatusResponse = {
   title: string;
   description: string;
@@ -17,6 +32,7 @@ export type StatusResponse = {
   connected_window: string;
   oauth_enabled: boolean;
   entries: AccessEntry[];
+  metrics: AccessMetrics;
 };
 
 export type NavItem = {
@@ -26,7 +42,7 @@ export type NavItem = {
   disabled?: boolean;
 };
 
-export type ShellPage = 'dashboard' | 'projects' | 'thoughts' | 'skills' | 'guardrails' | 'files';
+export type ShellPage = 'dashboard' | 'projects' | 'thoughts' | 'learnings' | 'skills' | 'guardrails' | 'files' | 'maintenance';
 
 export type Project = {
   id: string;
@@ -49,10 +65,21 @@ export type ThoughtMetadata = {
   source: string;
   metadata_status: string;
   metadata_error?: string;
+  attachments?: ThoughtAttachment[];
+};
+
+export type ThoughtAttachment = {
+  file_id: string;
+  name: string;
+  media_type: string;
+  kind?: string;
+  size_bytes: number;
+  sha256?: string;
 };
 
 export type Thought = {
   id: string;
+  guid?: string;
   content: string;
   metadata: ThoughtMetadata;
   project_id?: string;
@@ -61,6 +88,14 @@ export type Thought = {
   updated_at: string;
 };
 
+export type ThoughtLink = {
+  id: number;
+  from_id: number;
+  to_id: number;
+  relation: string;
+  created_at: string;
+};
+
 export type SearchResult = {
   id: string;
   content: string;
@@ -109,3 +144,66 @@ export type ThoughtStats = {
   top_topics: { key: string; count: number }[];
   top_people: { key: string; count: number }[];
 };
+
+export type Learning = {
+  id: string;
+  summary: string;
+  details: string;
+  category: string;
+  area: string;
+  status: string;
+  priority: string;
+  confidence: string;
+  action_required: boolean;
+  source_type?: string;
+  source_ref?: string;
+  tags?: string;
+  project_id?: string;
+  related_thought_id?: string;
+  related_skill_id?: string;
+  reviewed_at?: string;
+  reviewed_by?: string;
+  created_at: string;
+  updated_at: string;
+};
+
+export type MaintenanceTask = {
+  id: string;
+  name: string;
+  category?: string;
+  priority: string;
+  frequency_days?: number;
+  next_due?: string;
+  last_completed?: string;
+  notes?: string;
+  created_at: string;
+  updated_at: string;
+};
+
+export type MaintenanceLog = {
+  id: string;
+  task_id: string;
+  completed_at: string;
+  performed_by?: string;
+  cost?: number;
+  notes?: string;
+  next_action?: string;
+};
+
+export type BackfillResult = {
+  model: string;
+  scanned: number;
+  embedded: number;
+  skipped: number;
+  failed: number;
+  dry_run: boolean;
+};
+
+export type MetadataRetryResult = {
+  scanned: number;
+  retried: number;
+  updated: number;
+  skipped: number;
+  failed: number;
+  dry_run: boolean;
+};